Parameters of original and modified blood Cole-Cole models.
\\n\\n
Released this past November, the list is based on data collected from the Web of Science and highlights some of the world’s most influential scientific minds by naming the researchers whose publications over the previous decade have included a high number of Highly Cited Papers placing them among the top 1% most-cited.
\\n\\nWe wish to congratulate all of the researchers named and especially our authors on this amazing accomplishment! We are happy and proud to share in their success!
Note: Edited in March 2021
\\n"}]',published:!0,mainMedia:{caption:"Highly Cited",originalUrl:"/media/original/117"}},components:[{type:"htmlEditorComponent",content:'IntechOpen is proud to announce that 191 of our authors have made the Clarivate™ Highly Cited Researchers List for 2020, ranking them among the top 1% most-cited.
\n\nThroughout the years, the list has named a total of 261 IntechOpen authors as Highly Cited. Of those researchers, 69 have been featured on the list multiple times.
\n\n\n\nReleased this past November, the list is based on data collected from the Web of Science and highlights some of the world’s most influential scientific minds by naming the researchers whose publications over the previous decade have included a high number of Highly Cited Papers placing them among the top 1% most-cited.
\n\nWe wish to congratulate all of the researchers named and especially our authors on this amazing accomplishment! We are happy and proud to share in their success!
Note: Edited in March 2021
\n'}],latestNews:[{slug:"webinar-introduction-to-open-science-wednesday-18-may-1-pm-cest-20220518",title:"Webinar: Introduction to Open Science | Wednesday 18 May, 1 PM CEST"},{slug:"step-in-the-right-direction-intechopen-launches-a-portfolio-of-open-science-journals-20220414",title:"Step in the Right Direction: IntechOpen Launches a Portfolio of Open Science Journals"},{slug:"let-s-meet-at-london-book-fair-5-7-april-2022-olympia-london-20220321",title:"Let’s meet at London Book Fair, 5-7 April 2022, Olympia London"},{slug:"50-books-published-as-part-of-intechopen-and-knowledge-unlatched-ku-collaboration-20220316",title:"50 Books published as part of IntechOpen and Knowledge Unlatched (KU) Collaboration"},{slug:"intechopen-joins-the-united-nations-sustainable-development-goals-publishers-compact-20221702",title:"IntechOpen joins the United Nations Sustainable Development Goals Publishers Compact"},{slug:"intechopen-signs-exclusive-representation-agreement-with-lsr-libros-servicios-y-representaciones-s-a-de-c-v-20211123",title:"IntechOpen Signs Exclusive Representation Agreement with LSR Libros Servicios y Representaciones S.A. de C.V"},{slug:"intechopen-expands-partnership-with-research4life-20211110",title:"IntechOpen Expands Partnership with Research4Life"},{slug:"introducing-intechopen-book-series-a-new-publishing-format-for-oa-books-20210915",title:"Introducing IntechOpen Book Series - A New Publishing Format for OA Books"}]},book:{item:{type:"book",id:"8395",leadTitle:null,fullTitle:"Advanced Remote Sensing Technology for Synthetic Aperture Radar Applications, Tsunami Disasters, and Infrastructure",title:"Advanced Remote Sensing Technology for Synthetic Aperture Radar Applications, Tsunami Disasters, and Infrastructure",subtitle:null,reviewType:"peer-reviewed",abstract:"The advance in space machineries has created a novel technology for observing and monitoring the Earth from space. Most earth observation remote sensing considerations focus on using conventional image processing algorithms or classic edge detection tools. Nevertheless, these techniques do not implement modern physics, applied mathematics, signal communication, remote sensing data, and innovative space technologies. This book provides readers with methods to comprehend how to monitor coastal environments, disaster areas, and infrastructure from space with advanced talent remote sensing technology to bridge the gaps between modern space technology, image processing algorithms, mathematical models and the critical issue of the coastal and infrastructure investigations.",isbn:"978-1-78985-618-7",printIsbn:"978-1-78985-617-0",pdfIsbn:"978-1-83962-061-4",doi:"10.5772/intechopen.78525",price:119,priceEur:129,priceUsd:155,slug:"advanced-remote-sensing-technology-for-synthetic-aperture-radar-applications-tsunami-disasters-and-infrastructure",numberOfPages:182,isOpenForSubmission:!1,isInWos:null,isInBkci:!1,hash:"9a36595723f2490fd4e414bba3547a50",bookSignature:"Maged Marghany",publishedDate:"February 27th 2019",coverURL:"https://cdn.intechopen.com/books/images_new/8395.jpg",numberOfDownloads:8393,numberOfWosCitations:7,numberOfCrossrefCitations:4,numberOfCrossrefCitationsByBook:1,numberOfDimensionsCitations:8,numberOfDimensionsCitationsByBook:1,hasAltmetrics:0,numberOfTotalCitations:19,isAvailableForWebshopOrdering:!0,dateEndFirstStepPublish:"July 9th 2018",dateEndSecondStepPublish:"July 30th 2018",dateEndThirdStepPublish:"September 28th 2018",dateEndFourthStepPublish:"December 17th 2018",dateEndFifthStepPublish:"February 15th 2019",currentStepOfPublishingProcess:5,indexedIn:"1,2,3,4,5,6,7",editedByType:"Edited by",kuFlag:!1,featuredMarkup:null,editors:[{id:"96666",title:"Prof.",name:"Dr. Maged",middleName:null,surname:"Marghany",slug:"dr.-maged-marghany",fullName:"Dr. Maged Marghany",profilePictureURL:"https://mts.intechopen.com/storage/users/96666/images/system/96666.png",biography:"Prof.Dr. Maged Marghany, is figured in 2020 and 2021 among the top two per cent scientists in a global list compiled by the prestigious Stanford University. Besides, the prestigious Universidade Estadual de Feira de Santana, Universidade Federal da Bahia, and Universidade Federal de Pernambuco, Brazil ranked him as the first global scientist in the field of oil spill detection and mapping during the last fifty years. Prof.Dr. Maged Marghany is currently a director of Global Geoinformation Sdn.Bhd. He is the author of 8 titles including Advanced Remote Sensing Technology for Tsunami Modelling and Forecasting which is published by Routledge Taylor and Francis Group, CRC and Synthetic Aperture Radar Imaging Mechanism for Oil Spills, which is published by Elsevier, His research specializes in microwave remote sensing and remote sensing for mineralogy detection and mapping. Previously, he worked as a Deputy Director in Research and Development at the Institute of Geospatial Science and Technology and the Department of Remote Sensing, both at Universiti Teknologi Malaysia. Maged has earned many degrees including a post-doctoral in radar remote sensing from the International Institute for Aerospace Survey and Earth Sciences, a Ph.D. in environmental remote sensing from the Universiti Putra Malaysia, a Master of Science in physical oceanography from the University Pertanian Malaysia, general and special diploma of Education and a Bachelor of Science in physical oceanography from the University of Alexandria in Egypt. Maged has published well over 250 papers in international conferences and journals and is active in International Geoinformatics, and the International Society for Photogrammetry and Remote Sensing (ISPRS).",institutionString:"Syiah Kuala University",position:null,outsideEditionCount:0,totalCites:0,totalAuthoredChapters:"9",totalChapterViews:"0",totalEditedBooks:"4",institution:{name:"Syiah Kuala University",institutionURL:null,country:{name:"Indonesia"}}}],equalEditorOne:null,equalEditorTwo:null,equalEditorThree:null,coeditorOne:null,coeditorTwo:null,coeditorThree:null,coeditorFour:null,coeditorFive:null,topics:[{id:"653",title:"Remote Sensing",slug:"geology-and-geophysics-remote-sensing"}],chapters:[{id:"65540",title:"Introductory Chapter: Advanced Ocean Current Simulation from TanDEM Satellite Data",doi:"10.5772/intechopen.84644",slug:"introductory-chapter-advanced-ocean-current-simulation-from-tandem-satellite-data",totalDownloads:893,totalCrossrefCites:0,totalDimensionsCites:0,hasAltmetrics:0,abstract:null,signatures:"Maged Marghany",downloadPdfUrl:"/chapter/pdf-download/65540",previewPdfUrl:"/chapter/pdf-preview/65540",authors:[{id:"96666",title:"Prof.",name:"Dr. Maged",surname:"Marghany",slug:"dr.-maged-marghany",fullName:"Dr. Maged Marghany"}],corrections:null},{id:"64462",title:"On Feature-Based SAR Image Registration: Appropriate Feature and Retrieval Algorithm",doi:"10.5772/intechopen.81665",slug:"on-feature-based-sar-image-registration-appropriate-feature-and-retrieval-algorithm",totalDownloads:1262,totalCrossrefCites:1,totalDimensionsCites:1,hasAltmetrics:0,abstract:"An investigation on the appropriate feature and parameter retrieval algorithm is conducted for feature-based registration of synthetic aperture radar (SAR) images. The commonly used features such as tie points, Harris corner, SIFT, and SURF are comprehensively evaluated. SURF is shown to outperform others on criteria such as the geometrical invariance of feature and descriptor, the extraction and matching speed, the localization accuracy, as well as the robustness to decorrelation and speckling. The processing result reveals that SURF has nice flexibility to SAR speckles for the potential relationship between Fast-Hessian detector and refined Lee filter. Moreover, the use of Fast-Hessian to oversampled images with unaltered sampling step helps to improve the registration accuracy to subpixel (i.e., <1 pixel). As for parameter retrieval, the widely used random sample consensus (RANSAC) is inappropriate because it may trap into local occlusion and result in uncertain estimation. An extended fast least trimmed squares (EF-LTS) is proposed, which behaves stable and averagely better than RANSAC. Fitting SURF features with EF-LTS is hence suggested for SAR image registration. The nice performance of this scheme is validated on both InSAR and MiniSAR image pairs.",signatures:"Dong Li, Yunhua Zhang and Xiaojin Shi",downloadPdfUrl:"/chapter/pdf-download/64462",previewPdfUrl:"/chapter/pdf-preview/64462",authors:[{id:"267545",title:"Dr.",name:"Dong",surname:"Li",slug:"dong-li",fullName:"Dong Li"},{id:"268352",title:"Prof.",name:"Yunhua",surname:"Zhang",slug:"yunhua-zhang",fullName:"Yunhua Zhang"},{id:"271464",title:"Dr.",name:"Xiaojin",surname:"Shi",slug:"xiaojin-shi",fullName:"Xiaojin Shi"}],corrections:null},{id:"63909",title:"L-Band SAR Disaster Monitoring for Harbor Facilities Using Interferometric Analysis",doi:"10.5772/intechopen.81465",slug:"l-band-sar-disaster-monitoring-for-harbor-facilities-using-interferometric-analysis",totalDownloads:943,totalCrossrefCites:0,totalDimensionsCites:0,hasAltmetrics:1,abstract:"Synthetic aperture radar (SAR) has become a major tool for disaster monitoring. Its all-weather capability enables us to monitor the affected area soon after the event happens. Since the first launch of spaceborne SAR, its amplitude images have been widely used for disaster observations. Nowadays, an accurate orbit control and scheduled frequent observations enable us to perform interferometric analysis of SAR (InSAR) and the use of interferometric coherence. Especially for L-band SAR, its long-lasting temporal coherence is an advantage to perform precise interferometric coherence analysis. In addition, recent high resolution SAR images are found to be useful for observing relatively small targets, e.g., individual buildings and facilities. In this chapter, we present basic theory of SAR observation, interferometric coherence analysis for the disaster monitoring, and its examples for the harbor facilities. In the actual case, DInSAR measurement could measure the subsidence of the quay wall with 3 cm error.",signatures:"Ryo Natsuaki",downloadPdfUrl:"/chapter/pdf-download/63909",previewPdfUrl:"/chapter/pdf-preview/63909",authors:[{id:"102245",title:"Ph.D.",name:"Ryo",surname:"Natsuaki",slug:"ryo-natsuaki",fullName:"Ryo Natsuaki"}],corrections:null},{id:"64395",title:"Utilization of Deep Convolutional Neural Networks for Remote Sensing Scenes Classification",doi:"10.5772/intechopen.81982",slug:"utilization-of-deep-convolutional-neural-networks-for-remote-sensing-scenes-classification",totalDownloads:1459,totalCrossrefCites:0,totalDimensionsCites:2,hasAltmetrics:0,abstract:"Deep convolutional neural networks (CNNs) have been widely used to obtain high-level representation in various computer vision tasks. However, for the task of remote scene classification, there are no sufficient images to train a very deep CNN from scratch. Instead, transferring successful pre-trained deep CNNs to remote sensing tasks provides an effective solution. Firstly, from the viewpoint of generalization power, we try to find whether deep CNNs need to be deep when applied for remote scene classification. Then, the pre-trained deep CNNs with fixed parameters are transferred for remote scene classification, which solve the problem of time-consuming and parameters over-fitting at the same time. With five well-known pre-trained deep CNNs, experimental results on three independent remote sensing datasets demonstrate that transferred deep CNNs can achieve state-of-the-art results in unsupervised setting. This chapter also provides baseline for applying deep CNNs to other remote sensing tasks.",signatures:"Chang Luo, Hanqiao Huang, Yong Wang and Shiqiang Wang",downloadPdfUrl:"/chapter/pdf-download/64395",previewPdfUrl:"/chapter/pdf-preview/64395",authors:[{id:"266979",title:"Dr.",name:"Chang",surname:"Luo",slug:"chang-luo",fullName:"Chang Luo"},{id:"267398",title:"Prof.",name:"Hanqiao",surname:"Huang",slug:"hanqiao-huang",fullName:"Hanqiao Huang"},{id:"275839",title:"BSc.",name:"Yong",surname:"Wang",slug:"yong-wang",fullName:"Yong Wang"},{id:"281055",title:"Dr.",name:"Shiqiang",surname:"Wang",slug:"shiqiang-wang",fullName:"Shiqiang Wang"}],corrections:null},{id:"64269",title:"Sub-Pixel Technique for Time Series Analysis of Shoreline Changes Based on Multispectral Satellite Imagery",doi:"10.5772/intechopen.81789",slug:"sub-pixel-technique-for-time-series-analysis-of-shoreline-changes-based-on-multispectral-satellite-i",totalDownloads:1033,totalCrossrefCites:2,totalDimensionsCites:4,hasAltmetrics:0,abstract:"The measurement and monitoring of shoreline changes are of great interest to coastal managers and engineers. Shoreline change information can be crucial for the assessment of coastal disasters, design of coastal infrastructure and protection of coastal environment. This chapter presents shoreline change monitoring based on multispectral satellite imagery and sub-pixel technique. Firstly, a brief introduction of shoreline definitions and indicators is given. Sub-pixel techniques for shoreline mapping on multispectral satellite images are then introduced. Following that, a brief review of existing research studies of long-term shoreline change monitoring based on multispectral imagery is given. Subsequently, a case study of sub-pixel shoreline change monitoring at the northern Gold Coast on the east coast of Australia is presented. By comparing the longshore averaged beach widths at seven representative transects from Landsat with those from Argus imaging data, the RMSEs range from 9.1 to 12.3 m and the correlations are all no less than 0.7. Annual means and variabilities of beach widths were estimated without significant differences from the reference data for most of the results. Finally, conclusions and recommendations for future work are given.",signatures:"Qingxiang Liu and John C. Trinder",downloadPdfUrl:"/chapter/pdf-download/64269",previewPdfUrl:"/chapter/pdf-preview/64269",authors:[{id:"267958",title:"Prof.",name:"John",surname:"Trinder",slug:"john-trinder",fullName:"John Trinder"},{id:"276669",title:"Dr.",name:"Qingxiang",surname:"Liu",slug:"qingxiang-liu",fullName:"Qingxiang Liu"}],corrections:null},{id:"65339",title:"Utilization of Dynamic and Static Sensors for Monitoring Infrastructures",doi:"10.5772/intechopen.83500",slug:"utilization-of-dynamic-and-static-sensors-for-monitoring-infrastructures",totalDownloads:818,totalCrossrefCites:0,totalDimensionsCites:0,hasAltmetrics:0,abstract:"Infrastructures, including bridges, tunnels, sewers, and telecommunications, may be exposed to environmental-induced or traffic-induced deformation and vibrations. Some infrastructures, such as bridges and roadside upright structures, may be sensitive to vibration and displacement where several different types of dynamic and static sensors may be used for their measurement of sensitivity to environmental-induced loads, like wind and earthquake, and traffic-induced loads, such as passing trucks. Remote sensing involves either in situ, on-site, or airborne sensing where in situ sensors, such as strain gauges, displacement transducers, velometers, and accelerometers, are considered conventional but more durable and reliable. With data collected by accelerometers, time histories may be obtained, transformed, and then analyzed to determine their modal frequencies and shapes, while with displacement and strain transducers, structural deflections and internal stress distribution may be measured, respectively. Field tests can be used to characterize the dynamic and static properties of the infrastructures and may be further used to show their changes due to damage. Additionally, representative field applications on bridge dynamic testing, seismology, and earthborn/construction vibration are explained. Sensor data can be analyzed to establish the trend and ensure optimal structural health. At the end, five case studies on bridges and industry facilities are demonstrated in this chapter.",signatures:"Chung C. Fu, Yifan Zhu and Kuang-Yuan Hou",downloadPdfUrl:"/chapter/pdf-download/65339",previewPdfUrl:"/chapter/pdf-preview/65339",authors:[{id:"258099",title:"Dr.",name:"Chung",surname:"Fu",slug:"chung-fu",fullName:"Chung Fu"},{id:"258101",title:"Ms.",name:"Yifan",surname:"Zhu",slug:"yifan-zhu",fullName:"Yifan Zhu"},{id:"258103",title:"Mr.",name:"Kuangyuan",surname:"Hou",slug:"kuangyuan-hou",fullName:"Kuangyuan Hou"}],corrections:null},{id:"65138",title:"Geo Spatial Analysis for Tsunami Risk Mapping",doi:"10.5772/intechopen.82665",slug:"geo-spatial-analysis-for-tsunami-risk-mapping",totalDownloads:1289,totalCrossrefCites:1,totalDimensionsCites:1,hasAltmetrics:0,abstract:"Tsunami risk is a combination of the danger posed by tsunami hazard, the vulnerability of people to an event, and the probability of destructive tsunami. The spatial multicriteria approach made a possibility for integrating the vulnerability and risk parameters to assess the potential area that will be affected by the tsunami. The study applied the parameters of physical and social vulnerability and combined element at risk to assess tsunami risk in the coastal area of East Java Indonesia. All parameters in both tsunami vulnerability and tsunami risk assessment were analyzed through cell-based analysis in geographical information system. The weight of each parameter was calculated through the analytical hierarchy process. The results were provided as maps of tsunami vulnerability and tsunami risk. Tsunami risk map described five classes of risk. It described that coastal area with a low elevation and almost flat identified as high risk to the tsunami. The coastal area with a high density of vegetation (mangrove) was defined as the area with low level of tsunami risk. The existence of river and other water canals in coastal area was also analyzed for generating tsunami risk map. Risk map highlights the coastal areas with a strong need for tsunami mitigation plan.",signatures:"Abu Bakar Sambah and Fusanori Miura",downloadPdfUrl:"/chapter/pdf-download/65138",previewPdfUrl:"/chapter/pdf-preview/65138",authors:[{id:"221240",title:"Dr.",name:"Abu",surname:"Sambah",slug:"abu-sambah",fullName:"Abu Sambah"},{id:"283830",title:"Prof.",name:"Fusanori",surname:"Miura",slug:"fusanori-miura",fullName:"Fusanori Miura"}],corrections:null},{id:"64876",title:"Utilization of Unmanned Aerial Vehicle for Accurate 3D Imaging",doi:"10.5772/intechopen.82626",slug:"utilization-of-unmanned-aerial-vehicle-for-accurate-3d-imaging",totalDownloads:697,totalCrossrefCites:0,totalDimensionsCites:0,hasAltmetrics:0,abstract:"In order to acquire geographical data by aerial photogrammetry, many images should be taken from an aerial vehicle. After that, the images are processed with the help of the structure-from-motion (SfM) technique. Multiple neighboring images with a high rate of overlapping should be obtained for high-accuracy measurement. In the event of natural disasters, UAV operation may sometimes involve risk and should be avoided. Therefore, an easy and convenient method of operating the UAVs is needed. Reports exist on some applications of the UAVs with other devices; however, it will be difficult to prepare a number of such devices in emergency. We considered the most suitable condition for image acquisition by using the UAV. Specifically, some of the altitudes and the rate of overlapping were attempted, and accuracies of the 3D measurement were confirmed. Furthermore, we developed a new camera calibration and measurement method that requires only a few images taken in a simple UAV flight. The UAV in this method was flied vertically and the images were taken at a different altitude. As a result, the plane and height accuracy was ±0.093 and ±0.166 m, respectively. These values were of higher accuracy than the results of the usual SfM software.",signatures:"Yoichi Kunii",downloadPdfUrl:"/chapter/pdf-download/64876",previewPdfUrl:"/chapter/pdf-preview/64876",authors:[{id:"268436",title:"Dr.",name:"Yoichi",surname:"Kunii",slug:"yoichi-kunii",fullName:"Yoichi Kunii"}],corrections:null}],productType:{id:"1",title:"Edited Volume",chapterContentType:"chapter",authoredCaption:"Edited by"},subseries:null,tags:null},relatedBooks:[{type:"book",id:"3838",title:"Advanced Geoscience Remote Sensing",subtitle:null,isOpenForSubmission:!1,hash:"74f648b4e5f6fb290baeb0642c037c1d",slug:"advanced-geoscience-remote-sensing",bookSignature:"Maged Marghany",coverURL:"https://cdn.intechopen.com/books/images_new/3838.jpg",editedByType:"Edited by",editors:[{id:"96666",title:"Prof.",name:"Dr. Maged",surname:"Marghany",slug:"dr.-maged-marghany",fullName:"Dr. Maged Marghany"}],equalEditorOne:null,equalEditorTwo:null,equalEditorThree:null,productType:{id:"1",chapterContentType:"chapter",authoredCaption:"Edited by"}},{type:"book",id:"5104",title:"Environmental Applications of Remote Sensing",subtitle:null,isOpenForSubmission:!1,hash:"6f91748e9b1463ce5e7352ea982c3128",slug:"environmental-applications-of-remote-sensing",bookSignature:"Maged Marghany",coverURL:"https://cdn.intechopen.com/books/images_new/5104.jpg",editedByType:"Edited by",editors:[{id:"96666",title:"Prof.",name:"Dr. Maged",surname:"Marghany",slug:"dr.-maged-marghany",fullName:"Dr. Maged Marghany"}],equalEditorOne:null,equalEditorTwo:null,equalEditorThree:null,productType:{id:"1",chapterContentType:"chapter",authoredCaption:"Edited by"}},{type:"book",id:"5096",title:"Applied Studies of Coastal and Marine Environments",subtitle:null,isOpenForSubmission:!1,hash:"c69d748a6e4e39139e6f4be531b1f30e",slug:"applied-studies-of-coastal-and-marine-environments",bookSignature:"Maged Marghany",coverURL:"https://cdn.intechopen.com/books/images_new/5096.jpg",editedByType:"Edited by",editors:[{id:"96666",title:"Prof.",name:"Dr. Maged",surname:"Marghany",slug:"dr.-maged-marghany",fullName:"Dr. Maged Marghany"}],equalEditorOne:null,equalEditorTwo:null,equalEditorThree:null,productType:{id:"1",chapterContentType:"chapter",authoredCaption:"Edited by"}},{type:"book",id:"3343",title:"Advances in Geoscience and Remote Sensing",subtitle:null,isOpenForSubmission:!1,hash:"d40150daaa27a3f6aa378ff979c402b7",slug:"advances-in-geoscience-and-remote-sensing",bookSignature:"Gary Jedlovec",coverURL:"https://cdn.intechopen.com/books/images_new/3343.jpg",editedByType:"Edited by",editors:[{id:"4191",title:"Dr.",name:"Gary",surname:"Jedlovec",slug:"gary-jedlovec",fullName:"Gary Jedlovec"}],equalEditorOne:null,equalEditorTwo:null,equalEditorThree:null,productType:{id:"1",chapterContentType:"chapter",authoredCaption:"Edited by"}},{type:"book",id:"2280",title:"Remote Sensing",subtitle:"Applications",isOpenForSubmission:!1,hash:"ceea9c29b9b1f05fc128ae2cf564f110",slug:"remote-sensing-applications",bookSignature:"Boris Escalante-Ramirez",coverURL:"https://cdn.intechopen.com/books/images_new/2280.jpg",editedByType:"Edited by",editors:[{id:"111500",title:"Dr.",name:"Boris",surname:"Escalante",slug:"boris-escalante",fullName:"Boris Escalante"}],equalEditorOne:null,equalEditorTwo:null,equalEditorThree:null,productType:{id:"1",chapterContentType:"chapter",authoredCaption:"Edited by"}},{type:"book",id:"1340",title:"Remote Sensing",subtitle:"Advanced Techniques and Platforms",isOpenForSubmission:!1,hash:"336dcc589420ec91a5fdc29720442313",slug:"remote-sensing-advanced-techniques-and-platforms",bookSignature:"Boris Escalante-Ramirez",coverURL:"https://cdn.intechopen.com/books/images_new/1340.jpg",editedByType:"Edited by",editors:[{id:"111500",title:"Dr.",name:"Boris",surname:"Escalante",slug:"boris-escalante",fullName:"Boris Escalante"}],equalEditorOne:null,equalEditorTwo:null,equalEditorThree:null,productType:{id:"1",chapterContentType:"chapter",authoredCaption:"Edited by"}},{type:"book",id:"6540",title:"Multifunctional Operation and Application of GPS",subtitle:null,isOpenForSubmission:!1,hash:"e8e4255f626679a5ba02da035d8c0aea",slug:"multifunctional-operation-and-application-of-gps",bookSignature:"Rustam B. 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Biological hazardous effects can results from the exposure to electromagnetic (radio frequency, RF). The main effect is the thermal effects that raise the temperature of the tissues exposed to the electromagnetic waves radiation. The electromagnetic energy effect could be harmful in normal routines. FCC’s policies and rules regulate the exposure and absorption of RF energy by certain healthy thresholds. The SAR (specific absorption rate) is the federal standard term used to determine safety limits for usage of wireless handheld devices as mobile phones. The standard FCC limit for such devices is 1.6 W/kg of tissues (average over one gram of tissue). The FCC does not normally investigate problems of transmitting/receiving interference with medical devices such as in hospitals. However, the FDA’s center for devices and radiological health has primary check for medical usage regulations.
\nThe used blood glucose monitors nowadays require an amount of blood (its volume about 2–10 μL) and can be taken from fingertips or any other site in the human body. It is a painful measurement. Although blood glucose measurements fluctuate much more than HbA1c measurements (where HbA1c = mmol/mol), there is a strong correlation between HbA1c measurements and average glucose measurements taken over the same time period. While it has been shown that continuous monitoring systems are more effective in adjusting blood glucose to recommended levels, adolescents and young adults often have difficulty adhering to this intensive invasive treatment. For this reason, noninvasive monitoring systems would be preferred. GMS can cost several thousand dollars, and while blood monitors are relatively inexpensive, the disposable electrodes become costly over time. The noninvasive glucose monitoring techniques have been divided into the following categories: interstitial fluid chemical analysis, breath chemical analysis, infrared spectroscopy, optical coherence tomography, temperature-modulated localized reflectance, Raman spectroscopy, polarity changes, ultrasound, fluorescence, thermal spectroscopy, ocular spectroscopy, and impedance spectroscopy. Currently, monitoring blood glucose concentration is the most frequently measured through invasive techniques. The most popular noninvasive method are interstitial fluid chemical analysis, breath chemical analysis, fluorescence, ocular spectroscopy, and RF transmission.
\nEach type of wave has a different wavelength and corresponds to a different frequency range in the electromagnetic spectrum. This means that these wavelengths are between 1 mm and 1 m. Because of these longer wavelengths range, microwaves are more capable of penetrating through various materials [when the electric field passes through the dielectric medium, the medium has an effect on the electric field called permittivity (ε)]. Different tissues in the human body have different contents of water and hence have different permittivities since permittivity depends on water molecules, which is due to the polarization of water molecules when it exposed to an electromagnetic field. When the frequency increased the water molecules line up very slowly, which causing energy storing in the tissues.
\nThe real part of the material complex permittivity indicates the energy storage of that material, while the imaginarily part is the loss tangent factor that indicates the amount of electric field energy lost when passing through the material. Fortunately, most biological materials have permeability close to that of the free space; hence, the permeability is not a concern during text involving blood glucose levels, hence allowing the tests to concentrate on measuring the change in dielectric (permittivity) properties of the material. Measuring dialectic properties can indicate indirect measures of other properties that have a relation to the molecular structure of the material.
\nDifferent tissues in the human body have different contents of water and hence have different permittivities since permittivity depends on water molecules, which is due to the polarization of water molecules when exposed to an electromagnetic field. When the frequency increased, the water molecules line up very slowly, which causing energy storing in the tissues. While the real part of relative permittivity drops off in distinct steps as the frequency increases; therefore, it experiences something called dispersion. Each dispersion region occurs at different frequency ranges and presents different effects of electromagnetic waves on the body. The interaction of the blood glucose and any dielectric material surrounding the antenna will cause a change in the antenna characteristics. This is due to the fact that all bodies have complex relative permittivities which will interact with the antenna. As one parameters of the antenna performance is the resonance frequency which can be correlated to be blood glucose concentration. It should be noted that the range of changing the glucose level is narrow in the nondiabetic as compared to the range of changing the glucose level in diabetic patients.
\nAn antenna is a structure, usually made from a good conducing material that has been designed to have a shape and size such that it will act as an electromagnetic sensor that radiates/receives power in an efficient manner. It is a well-established fact that time-varying currents will radiate electromagnetic waves. Thus, an antenna is a structure on which time-varying currents can be excited with relatively large amplitude when the antenna is connected to a suitable source, usually by means of a transmission line or waveguide. There is an endless variety of structural shapes that can be used for an antenna. However, from a practical point of view, those structures that are simple and economical to fabricate are the most commonly used.
\nFor many applications, the advantages of microstrip antennas outweigh their limitations. Initially, microstrip antennas found widespread applications in military systems such as missiles, rockets, aircrafts, and satellites. Currently, these antennas are being increasingly used in the commercial sector at different applications due to the reduced cost of the dielectric substrate material and mature fabrication technologies. With continued research and development and increased usage, microstrip antennas are ultimately expected to replace conventional antennas for most applications such as mobile and satellite applications, radar antennas, Wi-Fi applications, and biomedical application.
\nThere are many researches done on how the electrical properties of the human blood and cells that human body composed of are various due to biological effects. Microwaves are appearing in biomedical engineering applications with ever-increasing frequency. They are being used for different applications as brain imaging, breast cancer detection, and blood virus detection. A good understanding of the electromagnetic characteristics in biological materials is required to have effective models.
\nOne of these researches for noninvasive test is to design a micro-immunosensing diagnostic assay called “microstrip cavity resonator biosensor (MCRB),” which was used for the diagnosis of enterovirus; however, the technology can then be modified for rapid, sensitive diagnosis of other viral diseases. The diagnostic method is based on the classical antigen antibody reaction; the complex antigen antibody can be diagnosed through the use of reflection coefficient, input impedance, and resonance frequency of the microstrip cavity resonator biosensor. The values of these parameters change according to changing of the electrical properties of the tested samples, such as dielectric constant, electrical conductivity, and resistivity, from case of normal sample layer to infected sample layer with antigen/antibodies embedded. Software can be developed for automatic reading, classifying, and determining the sample infection. The use of microwave biosensor for rapid detection of the viruses limits the need for sophisticated laboratory diagnostic methods that needs long time and expert scientist to perform the test. Clearly, these blood or any clinical samples diagnostic systems are required to be developed to reach small, lightweight, robust, unobtrusive design that can be mobilized in any place. It should maintain high performance in terms of reliability and efficiency. The printed antenna presents a significant miniaturization solution for such mobile systems. The antenna acts as microstrip cavity resonator biosensor (MCRB) with performance that is directly related to the biological material super imposed layer’s physical properties. The antenna design for such measurement system has a tradeoff between design parameters as efficiency, bandwidth, and radiation characteristics from one side and the accuracy and sensitivity of the measurements from the other side. It is widely accepted that antenna performance is significantly affected by close proximity to the human body. One can conclude that there is a lot of nondestructive testing concerning the noninvasive electromagnetic biological testing. What have been introduced are just two examples of using nondestructive testing in biology.
\nGround penetrating radar (GPR) is used for searching on the biological material underground as mummies, excavations, and water. Ground penetrating radar (GPR) is a noninvasive or nondestructive, sub-surface imaging method that has showed a lot of success in a wide range of fields regarding geological, geotechnical, hydrological, environmental, and archaeological applications. As aforementioned, GPR technique uses an antenna pair to send EM energy into the ground and then record the returning signals. Therefore, this antenna pair has a crucial importance in affecting the overall system performance. Ground penetrating radar systems need antennas that radiate efficiently over a broad range of frequencies.
\nThis chapter is organized as follows: Section 1 introduces nondestructive tests and it includes three examples, namely noninvasive glucose monitoring technique, the microwave biosensor for rapid detection of the viruses, and the ground penetrating radar. Section 2 introduces a background about the invasive glucose monitoring techniques and some statics about the number of diabetic people all over the world and also some economic view. It also gives a glance about the noninvasive glucose monitoring techniques that have been heavily researched over the past several decades. The problem definition is presented in Section 3 and differentiating between Type 1 and Type 2 diabetics. Section 4 introduces the methodology which the relation between the permittivity and biological modeling, some measurements on simulating sugar water as well as the design of wide band and narrow band antenna analysis. Section 5 gives a study about the microstrip cavity resonator biosensor (MCRB), and it gives a clear idea about the mobile virus diagnosis system. The ground penetrating radar system is given in Section 6 together with the design and simulation of two antennas that are used with GPR, namely the quasi-Yagi antenna and the miniaturized log-periodic dipole antenna. Simulation and measurements are given in this section. Conclusions are given in Section 7, followed by acknowledgments.
\nDiabetes mellitus often refer to as diabetes is a group of metabolic diseases in which a person has high blood sugar. This high blood sugar will often cause symptoms of frequent urination, increased hunger, and increased thirst. The two types that affect the general population are known as Type 1 and Type 2 diabetes. Blood glucose concentration represents the amount of sugar in the blood of the human being, and it is measured in mg/dl. Diabetic patients suffer from the body inability to control insulin production and hence have danger sugar level. This will cause danger health problems on the future of the patient. There are two types of blood sugar level, namely hypoglycemic (concentration less than 72 mg/dl) and hyperglycemic (concentration greater than 200 mg/dl) [1–2]. The diabetic patient should measure the glucose level in blood every day.
\nOnce on at least from economic view in 2003, the cost of treating diabetes was estimated to be $132 billion. By 2020, it is estimated that the number of people diagnosed with diabetes could rise to over 17 million, costing an estimated $192 billion [3]. While there is no cure for diabetes, symptoms are controlled through the regulation of blood glucose levels. There are several types of measurements that can be used to monitor glucose regulation. Once in the blood stream, glucose combines with hemoglobin found in red blood cells (erythrocytes) to create glycated hemoglobin. The hemoglobin will remain glycated for the life of the erythrocyte, typically 90–120 days [4]. This makes concentration measurement the best indication of average blood glucose concentration. While measurements are the best method of long-term control, self-monitoring of blood glucose levels is fundamental to diabetes care. Frequent monitoring avoids hypoglycemia, and aids in determining dietary choices, physical activity, and insulin doses. Nowadays blood glucose measurements require an amount of blood ranging from 2 to 10 µL from fingertips or any place in the patient body, and this is considered a painful measurements. While current blood glucose monitors require small amounts of blood (2–10 μL) and can be used at sites other than the fingertips, it is still a painful and tedious measurement. Although blood glucose measurements fluctuate much more than HbA1c measurements (where HbA1c = mmols/mol), there is a strong correlation between HbA1c measurements and average glucose measurements taken over the same time period [5]. In order to reduce the blood glucose level of a patient to the recommended level, continuous monitoring system should be done. This intensive treatment is very difficult to patient, which is the reason for searching about a noninvasive monitoring technique. On the other hand, the mummy’s container (cartonnage, coffin, or sarcophagus) or on linen wrappings and included papyrus scrolls in sometimes contain biological bodies.
\nCurrent glucose monitoring devices are extremely similar to the devices originally created in the 1960s. Aside from the miniaturization, ease of use, and the ability to log data, the measurements fundamentally are the same as the first laboratory sensors. There are several downsides to the current offerings of glucose meters. The blood meters require a blood sample, which is a painful procedure. CGMS can cost several thousand dollars, and while blood monitors are relatively inexpensive, the electrodes are disposable and become costly over time. A single-use blood electrode strip costs about 2$, and a CGMS 3–7 day sensor can cost 30–35$ as shown in Figures 1 and 2.
\nTypical blood glucose control system and simplified glucose measurement method.
Life scan OneTouch Ultra glucose meter (left), and Medtronics CGMS (right).
Noninvasive glucose monitoring techniques have been heavily researched over the past several decades. They have been divided into the following categories: interstitial fluid chemical analysis, breath chemical analysis, infrared spectroscopy, optical coherence tomography, temperature-modulated localized reflectance, Raman spectroscopy, polarity changes, ultrasound, fluorescence, thermal spectroscopy, ocular spectroscopy, and impedance spectroscopy. Currently, monitoring blood glucose concentration is the most frequently measured through invasive techniques. Noninvasive blood glucose monitors offer a solution to measure proper blood glucose levels without puncturing the skin.
\nThe following have been noninvasive; non-RF techniques have been tried [5–8]:
\nThis technique is similar to the traditional monitoring methods since it needs the patient to switch out disposal pads for each measurement. It depends on the interaction between the enzyme and the fluids excreted from the skin. A product appeared in the market in the form of a watch using the interstitial fluid chemical analysis.
\nIt measures the level of acetone from a breath. Higher levels of acetone have been correlated to higher levels of blood glucose concentration. This method is, however, not as accurate as traditional blood glucose meters.
\nIt is radiating from the skin and can track the level of blood glucose. The skin tissue is excited using an ultraviolet laser, and fluorescence is emitted at 380 nm. The intensity of the fluorescence can be correlated to a glucose level.
\nThe contact lens interacts with the tears from an eye as the contact lens is illuminated by a light source; the color of the reflected light can be correlated with a blood glucose concentration. It shows promising returns.
\nIt uses two antennas to monitor blood glucose concentration noninvasively. Two matched antennas transmit and receive in a two port measurement. The transmission occurs between 5.3–5.5 GHz. The test was performed on a water-glucose solution to mimic testing on a human.
\nHealthcare expenditures whether by the health system or the patents reached 11% of the total healthcare in the word in 2011 (141 billion US$). Most of the countries spend between 5% and 18% of their total healthcare expenditures on diabetes. As regard Egypt, the mean healthcare expenditures was 175 US $/diabetic patient. Because of the seriousness and variability of the disease, regular testing for diabetics is required where number of tests per person vary from one to four times each day. Test strips used in daily testing are relatively expensive, costing around $1.00 per strip [4]. Over a year of testing at average twice per day, the patient will spend $730 on test strips alone and in 2020 an estimated 17.4 million people will be diagnosed with costs near $192 billion [4]. Due to the increase in the population with diabetes and the increase in the costs in treating diabetes, it is fast becoming necessary to develop new ways to test diabetes that are noninvasive, less expensive, and easy to use at home. Diabetes mellitus, more commonly known only as diabetes, is “a disease in which the body does not produce or properly use insulin” [5]. About 90–95% of the diabetes patients are of Type2 diabetes. This is characterized from the hyperglycemia which is due to impaired insulin utilization together with the body’s inability to compensate increased insulin production. About 5–10% of diabetes patients are of Type 1 diabetes, which is the most dangerous type. It occurs during childhood and adolescence. It happens due to a severe deficiency of insulin secretion resolution resulting from atrophy of the islets of langerhans [5–6].
\nDevelopments for noninvasive techniques to measure blood glucose level come from the fact that Type 1 diabetics should test two times daily, and even four to six times may be required for proper monitoring in order not to result in life threatening due to misusage to insulin.
\nAll invasive blood glucose monitors require the user to prick a finger, palm, or forearm with a lancet so that a small droplet of blood can be collected. These devices use electrochemistry of the testing strip to determine glucose levels. Each strip contains 10 layers of spacers and chemicals, including glucose oxidase and microcrystalline potassium ferricyanide. The ranges vary between meters, and the readings are not linear over the entire range; therefore, readings that are either very high or very low are open for interpretation and need to be confirmed by repeated measurements or measurements taken by a different meter [14]. According to the FDA, the goal of all future self-monitoring blood glucose systems should be able to achieve a variability of 10% at glucose concentrations of 30–400 mg/dL 100% of the time. With current systems, measurements should be within 15% of a minimally invasive method which is one that does not use subcutaneous sampling or sensors in fatty tissue to collect blood. Instead it uses percutaneous needles or sensors in the dermal layer where there are less nerve endings at sites other than the fingers to collect or react with interstitial fluid or blood. However, there are no FDA approved minimally invasive devices with sensors or sampling probes for continuous monitoring [15]. Noninvasive methods require no puncturing of the skin for testing purposes.
\nMicrowaves occupy the frequencies in the electromagnetic spectrum ranging from 300 MHz to 300 GHz, which represents different types of waves. Some of the most common types of waves encountered are radio waves, UHF waves, microwaves, infrared rays, visible light, and X-rays. Each type of wave has a different wavelength and corresponds to a different frequency range in the electromagnetic spectrum [15]. The wavelengths of microwaves can be determined by the equation.\n
where
This means these wavelengths are between 1 mm and 1 m length. Because of these longer wavelengths, microwaves are more capable of penetrating through various materials. Most measurement tools used today tend to only be able to measure wavelengths up to 50 GHz.
\nAll materials molecules have charged particles when applications of electric or magnetic field on the material, secondary field are produced which results in conduction, polarization, or magnetization of the particles. Polarization of particles results in the material acting as a dielectric which can be characterized by dielectric constant. The material relative permittivity is the ratio between the material permittivity and the permittivity of the free space. It is experimentally measurable parameters.\n
When an electric field is applied across a conducting medium, an equation for complex permittivity has to be used.\n
The real part of the complex permittivity is the dielectric constant (relative permittivity) of a material, or the energy storage of that material. The imaginary part is the loss factor, or the amount electric field energy lost when passing through a material [16]. Most biological materials have permeability close to that of free space, so permeability is not a concern during tests involving blood glucose levels, allowing the tests to focus on the frequency variations of the relative permittivity [17–18]. Measuring the dielectric properties of a material can indirectly measure other properties that have a correlation to the molecular structure of the material [19]. Because the dielectric properties of a material are dependent upon its molecular structure, a change in the molecular structure will cause the dielectric properties of the material to change. Measuring the dielectric properties of a material can indirectly measure other properties that have a correlation to the molecular structure of the material. This can be important when the property of interest is difficult to measure directly. Most measurements involving microwaves and permittivity are taken using a vector network analyzer, or VNA. A VNA is a device that is used to measure the S-parameters of a microwave circuit over a specified frequency range and is pictured in Figure 3.
\nVector network analyzer.
When an electric field is applied along conducting medium, the complex permittivity equation has to be used. Where the real part is indicates the material permittivity. In biological field, as mentioned earlier, permeability is near free space which means that the dielectric constant would be the parameter that has direct effect on frequency variation hence material properties that could be important for biological analysis.
\nThis open-ended coaxial probe uses advanced algorithms and novel hardware to measure the dielectric properties of liquids, solids, and semi-solids over a broad range of parameters. The measurement method is fast and nondestructive to the material under test.
\nMicrowaves in medical applications have been making large steps in recent years since microwave technology, such as ultrasounds, allows doctors to see inside of the body without the ionizing radiation found in x-rays. To better understand how microwaves can be used in medical applications, it is important to understand how microwaves affect and interact with the body.
\nDAK.
The effects of RF on biological tissues depend on the exposed field strength or the power deposited on the unit mass of these tissues. Figure 5 shows the change in the permittivity of the human tissues due to change in the applied frequency. This effect is clear on water molecules (which are the most abundant molecules in the human body) as shown in Figure 5, hence, the applying field cause the water molecules to be stored in the tissues.
\nDielectric constant versus frequency for different biological tissues.
Thus, the tissues do not allow energy to pass through and permittivity decrease with frequency increase.
\n\n\nThe real part of relative permittivity drops off in distinct steps as the frequency increases; therefore, it experiences something called dispersion, which is reflected in Figure 6 [19]. Each dispersion region occurs at different frequencies and represents different effects of electromagnetic waves on the body.\n
Since biological tissues are complex in both structure and composition, and distribution parameters have to be taken into account. As a result, the second-order Debye equation is formed [11].\n
where
The interaction between antenna and any biological material effects on the antenna electrical properties; this effect occurs due to the complex permittivity of the biological material surround the antenna; blood is biological dielectric that subject to complex permittivity equation that depends on operating frequency range.
\nPermittivity and conductivity versus frequency.
Gobriel and et al [23] have analyzed the blood properties and discussed how its permittivity and conductivity changes with frequency. It is important to keep permittivity constant or semi constant in the test region; hence, we target to monitor the changes in blood permittivity due to glucose level changes.
\nCertain regions of dielectrics are subject to Debye and more refined Cole-Cole models. The Debye is often used for dispersions because it can contain multiple terms to describe the differing sections of the model [12], Eqs. (5) and (6).\n
(a) Changes in dielectric versus (b) changes in blood glucose concentration.
In [13], it has been determined that Cole-Cole analysis model is the best that describes the complex permittivity change of blood with frequency range. Proper curve fitting technique can be added to the Cole-Cole model to illustrate the relation between change of the blood sample permittivity with frequency and glucose level in it by [12], and the glucose factor was added by researchers [13]. An inverse relationship between dielectric permittivity and blood glucose concentration has been determined [14] as shown in Figure 7. The investigation was completed used an aqueous glucose solution and measured a changing glucose level and changing permittivity level over time. The change in blood glucose concentration is narrow because the patient is nondiabetic and does not experience the range of blood glucose levels that a diabetic patient experiences. It is a well–established fact that time-varying currents will radiate electromagnetic waves. Thus, an antenna is a structure on which time-varying currents can be excited with relatively large amplitude when the antenna is connected to a suitable source, usually by means of a transmission line or waveguide. There is an endless variety of structural shapes that can be used for an antenna. However, from a practical point of view, those structures that are simple and economical to fabricate are the most commonly used. In order to make antenna work adequately efficiently, the minimum size of the antenna must be comparable to wavelength [15].
\nMicrostrip antenna is one of the most common planar antenna structures used. It has advantages such as lightweight, low cost, conformal configurations, and compatibility with integrated circuits. For many applications, the advantages of microstrip antennas outweigh their limitations. Initially, microstrip antennas found widespread applications in military systems such as missiles, rockets, aircrafts, and satellites. Currently, these antennas are being increasingly used in the commercial sector at different applications due to the reduced cost of the dielectric substrate material and mature fabrication technologies. With continued research and development and increased usage, microstrip antennas are ultimately expected to replace conventional antennas for most applications such as mobile and satellite communications, radar antennas, Wi-Fi applications, and biomedical application [20–21].
\nThis research will represent a revolution in the field of designing tests for the screening of substances of human origin with three main achievements over the available methods:
\nThe instant results of screening tests on time.
No need for well-trained personnel or sophisticated laboratory equipment;
The test can be done anywhere as the device will be a portable system.
As discussed earlier, when a biological material is introduced into a resonant cavity, the cavity field distribution changes; hence, consequently, the input impedance and resonant frequencies are changed. This may depend also on the properties of electromagnetic wave input signal to the cavity as amplitude, shape, and phase. Dielectric material interacts only with electric field in the cavity. According to the theory of cavity perturbation, the complex frequency shift is as follows [3]:\n
In the above equations (Eqs. (8) and (9)), ε’r is the real part of the relative complex permittivity associated with the dielectric loss of the material.
where
Early testing and analysis focused on looking for a shift in resonant frequency of the antenna. Modeling the shift of blood glucose concentration in the human body model using Computer simulation technology (CST) or high-frequency structure simulation (HFSS) simulators showed that the resonant frequency of the antenna would shift. Modeling the blood permittivity change with the change in its glucose level can easily lead to the change in the antenna resonance frequency. The simulation in Figure 8 shows how the resonant frequency of the dipole antenna changes with increasing the concentration of glucoses in blood sample. As the glucose concentration increases, the antenna input impedance (real and imaginary) parts shifts. However, the real part maximum point does not lay with the imaginary part zero value; that is, these two points should lie together according to ideal theory. In such case, the resonance frequency is considered as the frequency at which the input impedance imaginary part equals zero. Figure 9 presents how the resonance frequency increases with the increase in blood glucose concentration. On the other hand, same Figure 9 shows that the magnitude of the antenna return loss does not show a correlation between the resonant frequency and the glucose concentration level.\n
Simulated real and imaginary input impedance of antenna versus frequency for different glucose levels.
Resonate frequency of antenna versus glucose concentration of aqueous solution and return loss of antenna versus frequency for different glucose levels.
Our proposed method would involve an antenna which would change resonant frequency based on the dielectric properties of the tissues present in its fringing fields (Figure 10). A similar method has been used previously by this research group to effectively characterize tissue dielectric properties [12–14]. Figure 11 shows the measured resonant frequency of antenna vs. blood glucose levels. Modified UWB antenna return loss for varying glucose concentrations is shown in Figure 12. Where g is blood glucose from 70 to 150 mg/dL, and the model is defined by Table 1.
\n(a) Conceptual blood glucose measurement form factor and (b) detection of tissue properties through antenna fringing field.
Measured resonant frequency of antenna vs. blood glucose levels.
Tissue layers used for simplified human body model and modified UWB antenna return loss for varying glucose concentrations.
Tissue type | \nOriginal blood model [32] | \nModified blood model | \n
---|---|---|
4 | \n2.8 | \n|
56 | \n56.5 | \n|
5200 | \n5500 | \n|
0 | \n0 | \n|
0 | \n0 | \n|
8.377e−12 | \n8.377e−12 | \n|
132.629e−9 | \n132.629e−9 | \n|
– | \n– | \n|
– | \n– | \n|
0.1 | \n0.057 | \n|
0.1 | \n0.1 | \n|
– | \n– | \n|
– | \n– | \n|
0.7 | \n0.5 | \n
Parameters of original and modified blood Cole-Cole models.
Analytical model accounting for antenna orientation used to validate model.
A method to determine a lumped element equivalent circuit has been applied successfully for dipole antennas [22]. This method has been applied to this planar antenna, with some minor additions (Figure 13). The feed network can be modeled as a transmission line between the radiator and the port. Figure 14 shows the real and imaginary impedance of the simulated antenna and the equivalent circuit model. Good agreement can be seen between the model and the simulated data. The values of this model that match the free space resonance at 1.8 GHz can be found in Table 2.
\n\n\nThe presence of tissue near the antenna will act as an additional capacitor Cp2 present in the parallel resonant RLC network that is a function of the tissue dielectric properties and position (Figure 15). The Cp2 capacitor values have then been determined in the equivalent circuit to match the antenna reactance from the HFSS simulations. The various Cp2 values determined are plotted in Figure 16 as a function of the dielectric permittivity and distance from the antenna. It can be seen that for all distances, the changes in Cp2 are nearly a linear function of permittivity, which would be expected for a capacitor behavior.
\nHFSS simulation and analytical model.
ES1 | \nLS1 (nH) | \nCs1 (pF) | \nRs1 (Ω) | \nLp1 (nH) | \nRp1 (Ω) | \nCp1 (nF) | \n
---|---|---|---|---|---|---|
50 Ω transition line 230 degree delay at 1.8 GHz | \n1.5 | \n2.25 | \n29 | \n1.32 | \n36.5 | \n3.5 | \n
Lumped element values of analytical model.
Analytical model accounting for tissue layers and antenna orientation used to validate model.
Capacitance of Cp2 for various dielectrics.
Microwave applications have assumed considerable importance in medicine because they are effective in the reduction on the mental and physical burden borne by patients with noninvasive way. Such applications are of three types [23]:
\nThermal treatments which use microwave energy as a source of heat. Antennas used to elevate the temperature of cancer tissues are located inside or outside of the patient’s body, and the shapes of the antennas used depend on their locations.
Diagnosis and information gathering inside the human body (e. g., by computerized tomography and magnetic resonance imaging) and noninvasive temperature measurement inside the human body. Telecommunications illustrates the importance of functions of implantable medical devices which need to transmit diagnostic information.
Gathering of medical information on the human body from outside the body (bio-sensors), techniques in this category are considered to be an exertion of communication technologies.
The challenges may be summarized as follows:
\n*Data fusion (aggregate and filter)
*Support of multiple data rates
*Robustness, zero maintenance
*Security and privacy at low energy cost
*Low complexity/low–power designs
*Smart personal networks and sensors
*Integration of heterogeneous networks considering BWCS.
Antennas and propagation are the most basic points for integrating wireless body area network (WBANs), wireless sensor network (WSNs), and personal area network (WPANs) into future wireless heterogeneous networks which is a necessary step to shape the 4G landscape. Body–centric communications is a research topic combining WBANs, WSNs, and WPANs. These communication techniques are built basically on biosensors that antenna are acting as the vital component in their structures [23].
\nAn antenna is a structure, usually made from a good conducing material that has been designed to have a shape and size such that it will act as an electromagnetic sensor that radiates/receives power in an efficient manner. It is a well-established fact that time-varying currents will radiate electromagnetic waves. Thus, an antenna is a structure on which time-varying currents can be excited with relatively large amplitude when the antenna is connected to a suitable source, usually by means of a transmission line or waveguide. There is an endless variety of structural shapes that can be used for an antenna. However, from a practical point of view, those structures that are simple and economical to fabricate are the most commonly used. In order to make antenna work adequately efficiently, the minimum size of the antenna must be comparable to wavelength.
\nMicrostrip antenna is one of the most common planar antenna structures used. Extensive research development aimed at exploiting its advantages such as lightweight, low cost, conformal configurations, and compatibility with integrated circuits have been carried out. For many applications, the advantages of microstrip antennas outweigh their limitations. Initially, microstrip antennas found widespread applications in military systems such as missiles, rockets, aircrafts, and satellites. Currently, these antennas are being increasingly used in the commercial sector at different applications due to the reduced cost of the dielectric substrate material and mature fabrication technologies. With continued research and development and increased usage, microstrip antennas are ultimately expected to replace conventional antennas for most applications such as mobile and satellite applications, radar antennas Wi-Fi applications, biomedical application [24–26].
\nProximity-coupled feed microstrip patch antenna.
One of the most important requirements in wireless biosensors is the mobility of the device; its size can be reducing with keeping same performance. As shown in Figure 17, the simplest configuration of microstrip antenna path is dielectric substrates with metal patch forms one side and ground plane on the other side. Regular patch shapes are always preferred for easy analysis and performance predications. Rectangular and circular patches are the basic shapes that most commonly used in microstrip antennas. Ideally, the dielectric constant εr, of the substrate should be low (εr < 2.5), to enhance the fringing fields that account for radiation. However, other performance requirements may dictate the use of substrate whose dielectric constant can be greater. As in our prototype blood sensor, the miniaturized size is one of the main challenges; hence, higher dielectric constants are desired (εr < 10.2).
\nRecently, a big attention is devoted towards compact microstrip antenna design with multifunction as multi-frequency bands, dual polarization, broadband, and high gain. Several open literatures introduce inherent solution for narrow bandwidth of the microstrip antenna as proximity-coupled feed, capacitive-coupled feed, and 3D transmission line feed.
\nIn our prototype system, proximity-coupled feed antenna is used as shown in Figure 17 to ensure continuous clear surface of the antenna patch metal; hence, it acts as the blood sample holder [25].
\nOne of the most famous blood diagnosis methods is the surface plasmon resonance (SPR) in thin metal layers. It is one of the most sensitive label-free methods for the measurement of the reaction dynamic of biological molecules on gold surfaces. The application of modern powerful CCD cameras provides the possibility of SPR Imaging. In this case, the incident laser light is fixed at an angle which is slightly shifted away from the minimum of the SPR resonance curve to the middle of one wing. Variations of the intensity of the reflected laser light are proportional to the shift of the resonance minimum caused by surface reactions. This enables simultaneous monitoring of many reactions at identical conditions. However, providing high throughput, the imaging methods usually possess a degraded detection power compared with single-spot measurements wireless communication that can be used. The cost and time consuming of such systems create the need of other fact, cheap, and mobile diagnostic systems.
\nA typical application of the field of biosensors is the detection of biological substances by measuring changes in electrical properties of the materials. Biosensors are now being employed in medicine, biotechnology, and environmental monitoring. The use of biosensor for rapid detection of the enteroviruses will limit the need for sophisticated laboratory diagnostic methods that needs long time and expert scientists to perform the test. Usually, it takes at least 12 h of laboratory work to make sure that a clinical sample is safe. The physician in the field normally do fast and simple tests like physical examination of the clinical sample, performing some preliminary tests, and then gives a fast decision regarded as potentially safe or not.
\nAll these tools are available today; however, until now there exists no fast and sensitive method to know whether the clinical sample is infected with enteroviruses or not. Thus, the risk is still very high that the physician comes to a wrong decision on the health status of the clinical tested sample. If the clinical sample is infected, it means that there is a great possibility for the enteroviruses outbreaks which initiates danger risk.
\nNowadays used methods for diagnostic screening have reached a high degree of accuracy, sensitivity, and reliability. Most methods achieve an accuracy of more than 99.9%. The drawback of these methods is that they are time consuming. The accuracy is mainly based on very complicated enzymatic activity (ELISA) or radioimmunoassay (RIA) or nucleic acid-based reactions (PCR, hybridization) that lead to visual changes that can be measured. The accuracy of these biological methods depends on highly sophisticated reactions that need to be done in well-equipped laboratories with well-trained personnel. Within the project, a fast and sensitive testing method for biological sample will be developed. This method has the potential to detect the existence of pathogens. The transducer principle is based on microwave cavities resonator biosensor (MCRB), which is known to be a sensitive label-free method that allows detecting receptor-legend binding. Using homogenous distributed spots allows reaching high accuracy compared to the state of the art. Therefore, we meet the request for “
Simulation results of proximity-coupling microstrip antenna reflection coefficients with changing characteristics of sample deposited layer on antenna surface. Effect of changing (a) layer thickness, (b) layer conductor loss, and (c) layer dielectric constant.
The effect of sample characteristics is shown in Figure 18 that shows in part (a) the effect of deposited sample layer thickness on antenna reflection coefficient. Part (b) shows the effect of sample layer deposition on the measured conductor loss, while part (c) shows same effect on changing the dielectric constant. These simulations are done using electromagnetic readymade software package of (high-frequency structure simulation, HFSS) for proximity coupling fed microstrip antenna at operating frequency of 10 GHz. The results of Figure 18 verify our proposed idea of MCRB. Many studies have been devoted to the absorption of proteins onto solid surfaces and the immunological reaction between antibody and antigen.
\nThe proposing of a micro-immunosensing diagnostic assay is based on the very specific immune reaction between antigen and antibody. The assay can be manufactured by first absorbing a layer of antibodies that has multiple specificities to enteroviruses and then immobilized on an-active gold-coated dielectric slide (low-profile microstrip antenna surface), which forms one wall of a thin flow-cell, while the other interacting in an aqueous buffer solution that is induced to flow across this surface.
\nWhen the biological sample, containing the antigen the antibodies are directed, is brought in contact with the coated solid phase, the specific immune reaction occurs and the marker antigen will bind to the antibody. This binding, resulting in a layer growth that can be detected, for example, when electromagnetic wave is incident on the antenna surface coated with gold, reflection coefficient S11, and input impedance (real and imaginary) can be measured by (vector network analyzers) VNA. The reflection coefficient amplitude in dB, input impedance in ohms, and frequency resonance value in GHz are expected to be changed from case of normal clinical sample layer to infected clinical sample layer or to infected sample layer with antigen/antibodies embedded. Recording this change and classifying it, after reading of large number of samples, one can detect in fast way the infection of enteroviruses in clinical sample. Software code is developed for automatic reading, classifying, and determining the sample infection afterwards. This procedure depends on small miniaturized size of microstirp antenna to act as sample plate. Coating the antenna surface with gold will be used to isolate its surface from outside environment and exclude any unwanted surrounding parameters that may effect on the accuracy or sensitivity of readings. Proper thickness of sample layer deposited on antenna surface would be determined through simulations first and then through pre-experimental tests. The expected frequency range of operation will be in C-band (2–3 GHz), Bluetooth, and ISM band (industrial, scientific, and medical) and/or in X band (from 8 to 12 GHz). This will be decided according to the system sub-components purchase availability in local market or abroad [28].
\nAlso, the system size allows for mobile applications. No need for connection to host computer as in SPR system. The whole test will be done in the field with no need to return or connect to the laboratory since a comparison with the calibration levels will be done automatically through the developed control software. The other advantages are the low cost of electromagnetic system and the reduced hazardous effects than other sources as lasers, IR, etc.
\nFirst, clean sample layer will be deposited with normal buffer electrical properties. The output signal level and frequency will be measured accurately to determine the standard references.
\nSecond, the same measurements will be done for the samples collected from tested area layered onto the chip; various samples showing different stages of different titer of viruses will be used to standardize the test. The antenna chip prototype is as shown in Figure 19. It consists of a planner antenna with metal surface, coated with gold (to prevent oxidation), a measuring facility for power level and frequency, electromagnetic source, mechanical micro-pump, etc. The whole system hardware block diagram is as shown in Figure 20. Third, a thin-film sample under test will be deposited on the surface with micro-fluid injection procedure.
\nMicrowave cavity resonator bio-electromagnetic sensor system verification idea.
Block diagram of mobile virus diagnosis system.
The output signal level which depends on the electrical properties of the deposited layer will be measured accurately. Comparison with calibration table will be done automatically. From the signal level reading, a decision of infection existence will be automatically taken. The knowledge of the used antigen gives information about viruses that need to be detected. The frequency of operation is in the range of 2–3 GHz in C-band and/or 8–12 GHz in X-band; so the antenna chip size will be in the range of few square mms. The novelty in this idea, as mentioned earlier, is the measurement of the change of the electrical properties which makes the idea free from the molecular size limitation that exists in other systems as optical biosensors. Same idea but with different experimental procedures, as microwave waveguide resonator or microwave probe insertion, is verified in the literature [24–29].
\nImproving the screening tests in terms of speed and costs for biological samples will cut the costs and will thus give a direct economic value. Better screening methods decrease the risk of infection, and most importantly will provide a perfect tool to screen more enteroviruses. Nowadays, screenings include a limited number of pathogens due to cost and/or scientific reasons. The conceived system consists mainly of (MCRB) cavity resonator chips. The instrument is primarily designed for detecting multiple pathogens in sample. Due to the limited resources of this project, we concentrate on the relevant enteroviruses. Otherwise, the need of resources for performing relevant tests would by far exceed the budget. But it has to be emphasized that this system has the potential to detect more than one pathogen, simultaneously if the corresponding receptors are immobilized on the transducer chip [29].
\nThe MCRB system could become a standard system for screening donor blood. Depending on the application, the system can be designed for different levels of complexity. The result of the screening can give quantitative figures for each pathogen. The high specificity, accuracy, and sensitivity of the new method help to reach the goal of avoiding false positives as well as false negatives. Despite the accuracy of the method, it is very rapid and can give results in few minutes. This ability together with the potential to screen for numerous pathogens makes the MCRB system well suited for screening donors prior to organ transplantations.
\nA low-profile microstrip disc antenna with micorstrip line proximity coupling feed is proposed in order to keep the antenna surface clean for imposing the blood sample layer. The patch is placed alongside a small rectangular ground plane co-planar to it as shown in Figure 21a. Antenna prototype is designed to operate at 2.4 GHz. Figure 21 illustrates the fabricated antenna. The resonating antenna with deposited layer of normal blood serum is considered the reference of the measurements from which the changes due to the viral layer deposition are measured. The Agilent E8719A vector network analyzer is used for preliminary prototype measurements. This is replaced by portable transceiver Ettus N210 with open source control software in the final prototype design.
\n(a) Geometry antenna configuration and (b) proposed microstrip antenna with gold platted surface.
Figure 22 illustrates the results for different concentrations of attenuated G1P(8) Rota virus. The scattering parameter |S11| for antenna in installation steps of the chamber/housing over antenna shifts the resonating frequency down to 1.88 GHz with |S11| = −15 dB as in Figure 22a. This can be attributed due to resistive loading effects of glass chamber and rubber gasket. Starting viral immobilization on the sensor surface shifts the cavity resonating frequency down to 1.865 GHz with |S11| equal to −13 dB at the fourth viral concentration of 1 × 106 virus particles. These preliminary results verify the sensor idea practically; however, more investigations are still running.
\nMeasurements of reflection coefficients |S11| at 2.4 GHz of micro-immunosensor for different installation steps in part (a) and for different viral concentrations in part (b).
The antenna was simulated using 3D full-wave electromagnetic simulator, high-frequency structure simulator (HFSS) version 13. The dielectric constant change was measured using blank buffer solution used to dilute Rota virus stock solution using DAK (dielectric assistive kit). The system measures liquids, solids, and semi-solids dielectric constant over a broad range of frequency from 10 MHz to 20 GHz. The measurement method is fast and nondestructive for the material under test. Figure 23 shows the changes due to different concentrations of Polio virus.
\nThe effect of type A antenna S11 change due to insertion of different virus concentrations: (a) Polio and (b) Rota.
For searching on underground mummies or any biological bodies as well as water the ground penetrating radar (GPR) is used. GPR is a nondestructive technique. To enhance the performance parameters of the GPR antennas, different parameters should be considered. As mentioned earlier, when the transmitting and/or the receiving antennas are placed close to the ground, they suffer from significant changes in their input impedance. This change is a function of the antenna elevation angle and the soil type. Different techniques have been proposed to maintain the input impedance matching conditions. It has been shown in [30] that the input impedance of a bow-tie antenna changes with the flare angle variation, giving the possibility of adaptive antenna matching. In bowtie antenna, the input impedance is affected by the ground plane; however, one can modify it by adjusting the design flare angle to keep the reflections in the minimum level at the antenna terminals.
\nOther techniques have also been reported regarding the implementation of impedance matching networks for different antenna systems to achieve maximum matching condition, such as, radio frequency-microelectromechanical systems (RF-MEMS)-based matching module for adaptive antennas where RF-MEMS devices are used for the implementation of variable capacitors at the antenna input for better transfer of power to the antenna, or the use of a pi-network matching circuit adaptively controls by two varactors, reducing the refection between the matching circuit and the RF front end of a transceiver.
\nAnother critical parameter for the GPR antenna system is system directivity. High directive antennas for GPR systems are needed to avoid the loss of power. Recently, several antennas have been reported where the use of electromagnetic bandgap (EBG) and frequency selective surface (FSS) shows highly directional radiation properties. Another technique to increase the antenna system directivity is to use an antenna array rather than one single radiating element. To keep the system low profile, planar antennas are recommended for such application. On the other hand, mutual coupling between the different radiating elements might take place. Some structures have been proposed to reduce the mutual coupling between the radiating elements of microstrip antenna arrays such as cavity backed and substrate removal microstrip antennas. The other approach is using metamaterials insulator between the antenna arrays elements to reduce the mutual coupling. These metamaterials are designed to operate at certain frequency band gap or insulating region where the effective permittivity and permeability have opposite signs. However, this insulating/band gap frequency range is usually narrow bandwidth which resembles the main limitation with this approach.
\nEM wave sent into the ground by TX antenna and the reflected EM wave received by RX antenna received wave discontinuity should be at the top and bottom of a buried object.
GPR technique uses transmitting and receiving antennas separated by a small fixed distance, to send electromagnetic (EM) energy into the ground and then record the returning signals. Depending on the application, different antennas are used where low-frequency antennas provide greater penetration, but lower resolution and high-frequency antennas have limited penetration but higher resolution as shown in Figure 24.
\n\nAs mentioned earlier, ground penetrating radar consists of a transmitting antenna which is used to transmit a signal to the ground. Depending on the received signal scattered from the buried body in the ground, identification of the underground target may take place. This is based on the fact that the velocity of propagation of electromagnetic (EM) waves, given by
An important parameter that should be considered in GPR operation is that the complex dielectric permittivity of the soil under test varies considerably with the frequency of the applied electromagnetic signal. This frequency dependence of permittivity is a function of the polarization arising from the orientation with the imposed electric field of molecules that have permanent dipole moments. The mathematical formulation of Debye describes this process for pure polar material by [31]:
\nExample of the Debye model for the real part (solid line) and imaginary part (dashed line) of the permittivity.
Where ε∞ represents the permittivity at frequencies so high that molecular orientation does not have time to contribute to the polarization, εs represents the static permittivity (i.e., the value at zero frequency) and
The Debye parameters of water are εs = 80.1, ε∞ = 4.2, and frel = 1010.2 Hz (17.1 GHz) at 25°C. In sandy soils, most water is effectively in its free liquid state. In the case of GPR measurements, ε″(f) is often small compared with ε’(f). The real part of the permittivity of water within the megahertz to gigahertz bandwidth is given by Table 3:
\nTemperature (°K) | \n279 | \n297 | \n303 | \n337 | \n
---|---|---|---|---|
Relative dielectric | \n86 | \n79 | \n75 | \n66 | \n
Dielectric permittivity measurement of drinkable water [18].
LSUB | \nWSUB | \nL1 | \nL2 | \nL7 | \nWF | \n
---|---|---|---|---|---|
110 | \n75 | \n32 | \n23.2 | \n7.2 | \n0.32 | \n
19.8 | \n12.7 | \n6.5 | \n21.2 | \n14.2 | \n6.8 | \n
The antenna dimensions in (cm).
Freq (MHz) | \nFree space | \nSand layer | \nSand and water layer | \n
---|---|---|---|
Average efficiency% | \n87 | \n88 | \n86 | \n
Average direction (dBi) | \n3 | \n5 | \n4.8 | \n
Average BW (%) | \n440 | \n400 | \n150 | \n
Average beamwidth (degrees) | \n150 | \n100 | \n100 | \n
Average (F/B) (ratio) | \n1.5 | \n2 | \n1.95 | \n
The antenna parameters.
For reliable measurements, the multi-offset reflection method will be used where multiple measurements with different antennas separations (radar transmitting and receiving antennas) are performed. More precisely, the wide angle reflection and refraction (WARR) configuration will be adopted in the design architecture and measurement setup [32]. As shown in Figure 26 (a), the WARR setup consists of a transmitting antenna at a fixed location, while the distance between the receiving antennas is increased stepwise.
\n(a) Wide angle reflection and refraction (WARR) acquisition, (b) common-midpoint (CMP) measurement made with a 100 MHz antenna at the Cambridge Research Station, University of Guelph, ON, Canada.
To collect the reflected data, only one antenna will be used. This antenna will be displaced continuously along the survey line with a fine spatial interval between two receiving positions and continuous-wave radar (CW) modulation scheme will be adopted. Continuous bottom layers with different soil water content or more generally with sufficient permittivity contrast can be easily identified as this result in consistent reflected waves data that can fit the following condition (see illustrative examples of Figure 26 (b))\n
where
where
Upon determining the velocity profiles with the depths of the corresponding layers, the corresponding permittivity profile curves can be extracted using the relationship between the interval velocity
Upon determining the measured water permittivity, water content-permittivity relationships can be used to estimate the volumetric water content. Different relationships can be then used as reported in [33–36].
\nFigure 27 shows the geometric structure of planar Yagi-uda antenna printed on commercial FR4 substrate with thickness of 9.5 mm. The antenna shape consists of T-shaped dipole driver and two parasitic meander shapes. The feeding system is printed on the bottom layer of the substrate with length
The quasi-Yagi antenna configuration.
Figure 28 shows the Yagi antenna reflection coefficient at frequency range from 50 to 150 MHz with negligible change in the bandwidth due to coupling effect between the antenna driver and director. The coupling effect can be controlled by adjusting the distance between driver and director. Figure 29 illustrates the reflection coefficient as a function of the balun diameter and its distance from the feeding.
\nEffect of the length (a) T1 and (b) T on the simulated reflection coefficient.
Effect of the length (a) D and (b) SD on the simulated reflection coefficient.
Ground penetrating radar system is used for underground water detection. The operating frequency band extends from 50 to 150 MHz for frequency-modulated continuous-wave (FMCW) radar. The electrical properties of the sand and fresh water layers are investigated using laboratory measurement and EM simulation. The simulated parameters are obtained from Debye dispersive model in the high-frequency structure simulator (HFSS). The radar system as shown in Figure 30 (a) requires a high antenna gain to achieve an acceptable scanning resolution. Figure 30b illustrates the values of scattering parameters S11 due to projection on the ground surface where the distance between the radiating surface and the ground changes from 0 to 100 cm. The sand layer volume is 300 × 200 × 200 cm3 as shown in Figure 30a. The proposed antenna performance is investigated with and without sand layer as shown in Figure 30. The sufficient distance that keeps the antenna reflection coefficient near from free space is almost about 50 cm as shown in Figure 31a.
\n(a) The GPR antenna system for water detection and (b) the effect of K on proposed antenna reflection coefficient.
|S11| of the receiver antenna in different cases at K = 50 cm.
The antenna was fabricated as shown in Figure 32a using a standard photolithographic etching technology on FR4 substrate with a 100 micrometers copper thickness. Figure 32b shows the comparison of the |S11| between measured and simulated results of the optimized antenna which are in fairly good agreement. The antenna measured bandwidth is from 56 to 140 MHz for −6dB threshold in reflection coefficient which covers the required application requirements. The slight difference between the measured and simulated reflection coefficient could be attributed to a misalignment between curved microstrip-line and the circular slot of the balun and effect of the SMA connector.
\n|S11| comparison between measured and simulated reflection coefficient of the proposed antenna.
Proposed GPR antenna with first fractal geometry.
The printed log-periodic dipole antenna has many advantages such as lightweight, low costs, and simple to manufacture. Figure 33 shows the miniaturized printed log periodic antenna (PLPA) which is first order fractal shape. This approach decreases the antenna size with approximately no effect on its bandwidth performance. The proposed antenna printed on thin commercial substrate FR4, 1.6 mm thickness with dielectric constant 4.7 and loss tangent 0.02. The proposed antenna dimensions are shown in Table 4. There are seven pairs of array element with scaling factor Ω equal to 0.75 and spacing factor Ψ equal to 0.6. Figure 34 shows the reflection coefficient response for both conventional, modified LPDA, and FLPDA. The optimized full antenna dimensions are shown in Table 4.
\nThe| S11| design procedures of the proposed antenna.
Usually, GPR antennas are placed either on the ground or in a location near the ground with respect to the operating wavelength; hence, each single antenna must satisfy the requirements of radiation and coupling effects. The electrical properties of the sand and fresh water layers are investigated using laboratory measurement and EM simulator. The measurement is done using DAK (coaxial sensor probe and R&S®ZVA vector network analyzers (10 MHz–14 GHz), while the simulated parameters are obtained using Debye dispersive model in the high-frequency structure simulator (HFSS). Both results are very quiet similar as shown in Figure 35a, (b). Debye model is a lossy dielectric dispersive model with a lower frequency near DC, use the loss model material input dialog box to specify the material’s conductivity at DC or, its HFSS simulator which has a material specify box in which the conductivity and loss tangent of the material should be defined at DC and low frequency, respectively.\n
Comparison between measured and simulated electrical properties of sand and sand with water.
The effect of S on proposed antenna reflection coefficient.
where τ = the relaxation time, εrstatic = the static permittivity, and εroptical = the high-frequency/optical permittivity. Debye’s model is valid for most microwave applications.
\nIn radar system, SAR techniques require high antenna gain to achieve acceptable measurement resolutions. This necessitates that a sufficient large aperture at the lowest frequency to be transmitted. Figure 36 shows the effect of antenna height on the ground surface (S). It is clear that as distance
(a) The GPR system for water detection, (b) the| S21| mutual coupling between Tx and Rx, and (c) the receiver antenna in different cases.
To determine the sufficient distance between both antennas, Snell’s law is applied as shown in Figure 37a\n
where θi and θr are the incident and reflected angles.
\n\nThe proposed antenna performance is investigated with and without sand layer. It shows that the antenna directivity is highly increased by about 2dBi as shown in Table 5. However, the resonant frequency reduced by about 5% as shown in Figure 37c.
\n\nTo verify the simulated results, the proposed fractal log-periodic dipole antenna was fabricated using photolithographic techniques and measured using m network analyzer. Figure 38 (a) shows a photograph of the fabricated antenna, and Figure 38b shows the comparison between measured and simulated reflection coefficient against frequency. It can be observed that measured results reasonably agree with the simulated ones for the proposed antenna and the bandwidth is about 225% (50–500 MHz) centered at 150 MHz. These frequencies are chosen at lower and higher frequencies in the pass band of this antenna, that is, at 50 and 500 MHz.
\n(a) Photograph of the fabricated antenna and (b) comparison between measured and simulated, reflection coefficient.
Three examples are given for nondestructive tests, namely noninvasive glucose monitory techniques for dielectrics, microwave bio-sensor for rapid detection of the viruses in biological, and the ground penetrating radar. The first example focuses on the possibilities of a monitor that noninvasively measures blood glucose levels using electromagnetic waves. The technique is based on relating a monitory antenna’s resonant frequency to the permittivity and conductivity of skin which in turn is related to the glucose levels. The second applications is the use of biosensor for rapid detection of the enteroviruses which limits the need for sophisticated laboratory diagnostic methods that needs long time and expert scientists to perform the best. The physician in the field normally does fast and simple tests and then gives a fast decision regarded as potentially safe or not. The proposing micro-immunosensing diagnostic assay is based on the very specific immune reflection between antigen and its antibody. The third application is using the ground penetrating radar as a nondestructive test for identifying the underground targets. It consists of a transmitting antenna, which is used to transmit a signal to the ground depending on the received signal scattered from the buried body in the ground, identification of the underground target may take place. In our case, this technique was used for detecting underground water, which is very vital application for many countries nowadays.
\nSome results are done under the support of Egypt Science and Technology Development Fund, STDF, Egypt with contract number: 4149 and contact no. 3137.
\nSocieties are gradually becoming a world of digitally rich environments, which includes classroom practice, home equipment and private pocket devices. Digital technologies are deeply transforming what it means to be literate, and digital competence is considered a vital aspect of education that organizations should systematically improve [1]. Educational technologies have brought about many changes in the teaching and learning environment in our schools. While application of appropriate technological processes and the use of ICT facilitates learning, there is an ongoing debate about the usefulness of technology. This chapter attempts to illuminate some of the tensions in this debate.
The global situation within higher education changed drastically in 2020. A public survey in Europe on the impact of the Covid-19 crisis found these results [2]:
60% of the respondents had not used online learning before the crisis.
Over 60% felt that they had improved their digital skills during the crisis and more than 50% of respondents want to do more.
95% consider that the Covid-19 crisis marks a point of no return for how technology is used in education and training.
The respondents also said that online learning resources and content need to be more relevant, interactive and easy to use. Preparing teacher students to use ICT is an enduring focus in teacher education, an issue that has been accelerated by the school closures during the Covid-19 crisis and the transfer to remote teaching. The new European Digital Education Action Plan (2021–2027) [2] outlines the European Commission’s vision for high-quality, inclusive and accessible digital education in Europe. It is a call for action towards stronger cooperation at the European level to learn from the Covid-19 pandemic, during which technology is being used on an unprecedented scale in education and training, and make education and training systems fit for the digital age. The new action plan has two strategic priorities: (a) fostering the development of a high-performing digital education ecosystem and (b) enhancing digital skills and competences for the digital transformation.
In this situation, it is of great importance to understand academics’ perceptions and professional usage of digital technologies in higher education. The digital revolution may be technologically inevitable; however, research shows that access to digital tools are less important for students’ learning than how teachers use them across subjects [3, 4]. Krumsvik [5] even argued that one are still in the infancy of understanding how digital technology might contribute to the field of education, and Elstad [6] asserted that educational technology so far has raised several false expectations. Moving to the next phase of implementing education technology (EdTec), the question becomes: How can we improve on what we have learned?
Research has shown that the integration of ICT into academic pedagogic practice is a complex process [7, 8]. Teaching and learning are in themselves complex processes, and ICT integration should not only focus on academics’ knowledge of technology, pedagogy and curriculum, but also consider academics’ attitudes. Against the multitude of important issues to be considered within EdTec, the research identifies academics’
The purpose of this study is to explore how teacher educators make the pedagogical shift in their use of ICT. Teacher education is of special interest because it plays a double role concerning technology. It is a learning organization, and at the same time, the object of study and research is learning itself. Teacher educators are, to a large extent, role models reflecting the practice of EdTec, using technology by design, collaboration with peers, scaffolding authentic experiences and continuous feedback [11, 12]. A teacher educator who uses digital tools for the enhancement of learning also prepares pre-service teachers for how digital tools can be used in their future work [13, 14]. Creating good-quality teacher education in digital arenas embraces the needs of children, schools, technology, and the curriculum.
This chapter describes the situation from countries with quite different educational cultures and presents some recommendations that may contribute to an interactive development of integrating digital technologies within a learning organization.
The studies in this chapter are based on the ‘theory of action’ by Argyris and Schön [15, 16], which is widely used in organizational theory to describe the relationship of people in learning organizations [17]. The descriptive framework serves as a methodological instrument for the systematic analysis of learning organizations at the meso level (between macro and micro level). This approach begins by defining a concept of humans as action makers, and the theory explains the mechanisms by which we connect our thoughts to our actions. Human beings can take action for a stimulus if they have the attitude and the competencies they need. The theoretical framework offers an analytical distinction between espoused theory (attitudes towards digital technology), and theory in use (digital competence). Espoused theory is the theory of action, which is used to explain or justify a particular pattern of activity. In other words, espoused theory can be understood as the attitude of an individual or an organization towards practices. The theory in used is defined as the theory of action implicated in carrying out this pattern of activity, in other words, the practical action of competence. As described by Argyris and Schön [16], the applied organizational theory can be tacit rather than explicit. The tacit theories in use do not necessarily match the organization’s espoused theory. The formal documents of an organization, such as such as policy statements or job descriptions, often contain espoused theories of action that are not compatible with the actual pattern of activity of the organization [16]. The mechanisms can occur both consciously and subconsciously; determining the discrepancy between the espoused theory and the theory in use may be challenging.
The study assesses the following three different constructs: the teacher educators’ level of professional digital competence (PDC), attitudes towards digital technology in education and the application of digital technology in educational contexts. In the appendix of this chapter, details of the questionnaire are presented. Briefly, the three terms can be described like this:
A central and comprehensive topic in Argyris and Schön’s learning theory is the connection between learning, change and resistance to change. It defines two models, namely single-loop learning processes (SLL, often called Model I) and double-loop learning processes (DLL or Model II), to highlight organizational learning potential. The models are illustrated in Figure 1.
Single-loop learning (SLL) and double-loop learning (DLL) processes. Adapted from [
SLL processes involve following the routines and some sort of pre-set plan. This is less risky for the individual and the organization as well as affords greater control. It may also be characterized as a technical way of thinking. SLL seems to be present when aims, values, frameworks and strategies are taken for granted, with only minor updates. The emphasis is on techniques being made more efficient. Any reflection has the same goal. This chapter links SLL with PDC.
DLL processes, by contrast, are more creative and reflexive, as they involve the consideration of notions about what is good. Reflection here is more fundamental. First, the basic assumptions behind ideas or policies are confronted and challenged. Second, hypotheses are publicly tested. Third, the processes are challenging, not self-seeking and have organizational goals. The governing aim includes valid information and internal commitment. DLL involves questioning the role of the framing and learning systems that underlie the actual goals and strategies [15, 16]. Here, DLL is linked with professional attitudes.
The study applies Argyris and Schön’s [16] definition of a learning organization to be the ‘ability to see things in new ways, gain new understandings, and produce new patterns of behaviours—all on a continuing basis and in a way that engages the organisation as a whole’. Learning within teacher education is a dynamic process, not a prescriptive checklist of best practices [22]. Argyris describes what he calles ‘SLL traps’ as patterns of values, behaviors and outcomes that ‘make it difficult to produce the learning that is required to generate fundamental change’ [22]. To be a learning organization means having a culture cantered on DLL processes and staying resilient against the SLL traps that may emerge in the organization [22, 23]. When SLL traps are formed in a DLL organization, there is a growing dissonance. Organizations that focus on innovation learning are more likely to develop a learning culture in SLL and DLL. The motivation in DLL has to be developed in line with the required pedagogy of the organization.
This chapter seeks to increase the understanding of how the technological revolution and its impact on education can be understood from a practitioner’s point of view. It elaborates further the complexity behind the observed mismatch between policies and the use of digital technology in teacher education. Our study addressed the following three research questions:
How do teacher educators and teacher students perceive their PDC, professional attitudes and professional use of tools in teaching?
Is it possible to predict the extent of digital technologies used in teaching through the degree of PDC and attitudes?
What is the relationship of SLL and DLL with digital performance in the organization’s learning processes?
We hypothesized that there is no significant positive relationship between SLL and DLL and organizational learning performance among the respondents. The examination of causal relations is based on Argyris and Schön’s theory of action.
The materials in this chapter are based on information from both quantitative and qualitative studies. Previous quantitative studies [24, 25] examined different strategies to implement digital technology in teacher education based on Argyris and Schön’s theory of action. In these studies, the researcher applied samples from academic staff in three countries: Norway (N = 67, response rate 83.8%), New Zealand (N = 47, response rate = 73.4%) and Jordan (N = 107, response rate = 31%). The study from Norway was carried out at the University of Tromsø at the Department of Education, the study from New Zealand from the University of Waikato Department of Education and the Jordanian study was carried out at Al-Hussein Bin Talal University in Ma’an, a poor-environment area of Southern Governorate with lectures from the Faculty of Educational Sciences. All participants answered the questionnaire (Appendix 1) based on Argyris and Schön’s theory of action. The items were collapsed into three multi-item constructs, as described in Section 2. All three constructs showed acceptable reliability values, with Cronbach’s alpha coefficients between 0.71 and 0.88. The construct describing ‘use of tools’ had to be modified in Jordan, according to the common types of software available for academics in the university’s computer centre.
What is the level of ICT use, PDC and attitudes in teaching and learning among lecturers in the university under study? Table 1 shows the mean and standard deviation of the multi-item concepts in teaching during the past year. The highest score on PDC was in Norway, while New Zealand scored highest in ‘use’ (2.99 = occasional use when teaching) and on ‘professional attitudes’. The samples from New Zealand and Norway are representative data and may be tested for statistical differences. Both the difference in PCD and in ‘use’ proves to be statistically significant with p-value = .045 and p-value<0.001, respectively.
Attitudes Mean (SD) | PDC Mean (SD) | Use Mean (SD) | |
---|---|---|---|
Jordan | 3.25 (.90) | 3.55 (1.20) | — |
New Zealand | 3.37 (.62) | 3.71 (.69) | 2.99 (.53) |
Norway | 3.00 (.73) | 3.91 (.76) | 2.59(.54) |
Self-perceived results from Jordan, New Zealand and Norway. The variable describing ‘use of tools’ had to be modified in Jordan, and the results cannot be compared directly with the other countries.
The regression analysis conducted for each country (Table 2) reveals interesting differences and showed that the degree of using digital technology tools can be predicted statistically. In Norway, the best predictor was ‘professional attitude’ (Beta = .282, p-value = .003), while the best predictor in New Zealand was ‘PDC’ (Beta = .363, p-value = .002). It appears from this analysis that the influence and contribution of digital practice is carried out quite differently in the two countries. In Norway, the professional use or application of digital tools is dominated by professional and autonomous attitudes, while in New Zealand it is dominated by PDC. At the same time, PDC is somewhat lower in New Zealand than in Norway, but the professional application of digital tools is significantly higher.
Linear regression coefficients to predict use of ICT technology in three countries.
Significant at the 0.01 level (2-tailed).
The sample from Jordan has a low response rate and is not reliable for statistical testing.
The results in Tables 1 and 2 provide answers to our first two research questions. To address the third research, the study had to go one step deeper in a qualitative analysis of interviews with the academic staff in New Zealand and Norway [26, 27], to explore closer how curriculum and motivation are affected by educational policy and strategies.
One difference between Norway and New Zealand is what educational traditions their curricula for schools are based on, as shown in Table 3. In 2006, Norway was the first country in Europe with a curriculum based on digital skills [28]. Norwegian schools operated with a set of five basic skills seen as fundamental to all learning at all levels through school: oral skills, reading, writing, numeracy and digital skills [29]. Such skills are often referred to as the 3Rs – reading, writing and arithmetic, and traditionally, they have been considered the foundations of learning. Nowadays, the 3Rs alone are not enough to provide students with the skills needed to function in the 21st century [30]. The New Zealand curriculum had to a greater extent, integrated the notion of the 4Cs as central to 21st century skills: critical thinking, communication, collaboration and creativity [31]. This is just a small excerpt of the two curricula, and they both include the 3Rs and the 4Cs, but they are not equally in focus when comparing the two sets of formal documents.
New Zealand key competencies | Norwegian basic skills |
---|---|
Thinking | Oral skills |
Using language, symbols, and texts | Reading |
Managing self | Writing |
Relating to others | Digital skills |
Participating and contributing | Numeracy |
Both the Norwegian and New Zealand teacher educators expressed a concern regarding the political pressure they are experiencing. The New Zealand teacher educators fear a potential political movement towards a more skill-based curriculum and assess the skill-based perspective as outdated. On the other hand, all of the Norwegian teacher educators expressed critical positions regarding their own skill-based definition of learning, and expressed that a change of definition of what is regarded as fundamental for learning would be a change for the better. When asked to take a stance regarding the skill-based and competency-based perspective on learning, both the Norwegian and New Zealand teacher educators’ attitudes towards this difference were surprisingly coherent despite the different affiliations and national curricula.
The Norwegian curriculum consisted of three formal documents and covered both the 3Rs and the 4Cs in different sections. It could therefore be legitimately claimed that merely comparing the two excerpts could paint an unjust picture of the differences between the two educational cultures. To correct for this possibility, the Norwegian participants were also asked about their use of the parts expressing the 4Cs. One of the participants expressed having a somewhat vague knowledge of these frameworks, and the remaining teacher educators claimed to ‘know of it’. Of all the participants, not one expressed a close and reflective attitude towards the framework, and only one replied that she/he had used the document explicitly in her/his own teaching. The remainder either did not use it at all or explained that the use is implicit or that it merely exists as a backdrop to their teaching. So, when espousing their views, both the Norwegian and the New Zealand teacher educators were generally critical towards a narrower definition of skills, but when the Norwegian educators were asked about their theory in use, there were discrepancies between their espoused theory and their theory in use [26]. This insight made us question what motivated their practices, and ask whether different motivational factors could explain why such discrepancies occurred.
Motivational theory is central because although Norwegian schools have had a widespread ongoing policy regarding the use of digital technology, national surveys reveal a gap between the established policy and actual practice in Norwegian education. An often-used formula for work performance is: performance = abilities × motivation [33, 34, 35] Norwegian and New Zealand teacher educators’ abilities (digital competence) and performance (professional application of digital tools) was measured. Our research indicates Norwegian teacher educators have better abilities to teach using digital technology, but are teaching less using digital technology compared to their New Zealand counterparts. Based on Maier’s [35] formula, motivation seems to be a key aspect, and Herzberg’s [36] two-factor theory was used to categorize the responses. Herzberg’s findings suggest that the factors involved in producing motivation are separate and distinct from those that lead to job dissatisfaction. The opposite of job satisfaction is no job satisfaction, and the opposite of job dissatisfaction is no job dissatisfaction [36]. Two different needs are involved—one stems from the built-in drive to avoid pain, and the other from the ability to achieve and experience psychological growth. The stimulus for growth is the job content, and the stimulus inducing pain avoidance behavior is the job environment [36]. He called the two sets of factors: motivation factors (growth) and hygiene factors (dissatisfaction avoidance).
When clarifying their motivation for using digital technology, the Norwegian teacher educators explained their digital practices with nine motivation factors and nine hygiene factors spread across ten informants. The hygiene factors were explained as mandatory curricula and work conditions when teaching online. The New Zealand teacher educators explained their use of digital technology with 14 motivation factors and only four hygiene factors. The explained motivation among the New Zealand teacher educators was generally intrinsic, and its presence created job satisfaction. While the Norwegian teacher educators explained their pedagogical practices with equal occurrences of extrinsic factors, that further was perceived in a way creating dissatisfaction.
Even though being on opposite sides of the globe, Norway and New Zealand educate teachers in digitally rich environments. For many years, they have been teaching students with high access to technology and educational resources [21]. However, a noticeable difference is that the two countries have different implementation strategies for digital technology in education. Norway has been exposed to a stronger top-down educational implementation of ICT in schools than have other countries [5].
New Zealand teacher educators appear to be more motivated to work with digital technology than Norwegians [27]. This lack of motivation is one reason that could explain why the application of digital tools seemed less in Norway than in New Zealand. The hygiene factors mentioned were also described in a way that indicated that both policy and work conditions are sources of frustration and dissatisfaction. Norwegian teacher educators explained that the main reason they use digital tools is the top-down implementation of government policy. Only 16% of Norwegian staff respondents moderately or strongly disagreed with the statement ‘Society’s expectations of the impact of digital tools are exaggerated’, while 58% of staff moderately or strongly agreed with the affirmation. Thus, most teachers do not agree with the signals that are communicated in public. Therefore, a fundamental question in the use of digital technology in Norway is the policy related to its implementation; as part of the work environment, politics creates job frustration. Teacher educators in both countries highlighted achievements and policies as the main reasons for using digital technology, but Norwegian teacher educators were especially critical of their own country’s policy.
What is even more surprising is that the same trend applies when asking whether there are excessive expectations about the effect of digital tools on academic debates at the Norwegian university. On this question, only 13% of staff responded that they somewhat or completely disagree that academic debates at the university have exaggerated expectations about the effects of digital tools. However, 50% agreed that academic debates at the Norwegian university are characterized by too-high expectations about the effect of digital tools. These figures represent a dual culture in which employees have an attitude towards digital tools, indicating that the majority of teacher education staff do not consider digital tools essential for good teaching. This suggests an internal educational culture that does not correspond to public culture and university policies in general. The Norwegian staff expressed loyalty towards the formal curriculum, but struggled with an inconsistent espoused theory when talking about their own practice.
The figures from New Zealand are more in line with the public culture and with the expressed university policies. The Jordanian data are more difficult to interpret, but seems to be somewhere between the two other countries.
Our regression analysis found that the contribution to digital practice occurs somewhat differently between the countries. The digital practice of the Norwegian staff is dominated by the
Argyris and Schön’s theory of action may give us a relevant framework to understand this observation on a deeper conceptual level. The theory emphasizes SLL and DLL learning processes. From the analysis above, we infer that the didactical perspective in New Zealand may be characterized as dominated by conventional SLL processes based on PDC. In contrast, the academic staff in Norway are strongly involved in DLL processes in which their professional attitudes are more concerned. The interactions are illustrated in Figure 1. SLL is practical and rational at the default and basic didactical level, whereas the DLL mode is more open to discussions and adaptations and provides more opportunities for alternatives. With political pressure experience, the academic staff will look for new methods when the SLL results in a mismatch between educational goals and the achieved goals. When entering a DLL process and looking critically into the preconditions for the challenges at hand, the Norwegian academics have to enter a systemic double loop. Thus, teachers’ independent attitudes and beliefs function as redirectors of the use of ICT in their educational contexts.
According to Elstad [37], political expectations about the modernization of the school system using ICT and the allocation of funds following this policy created agendas which are not compatible with the constraints and operational characteristics within education. If you are presented with an ideology, and this guides the practice, students are more likely to act based on SLL. Experience provides a greater opportunity to evaluate not only policies, but also how policies affect practice. This knowledge is a prerequisite for critical analysis of teaching and for acting based on DLL. Teacher beliefs and attitudes about ICT use and integration challenge institutions to reconceptualize technological infused ways of ‘seeing and doing things’.
To be a learning organization means to have a culture that involves DLL processes when needed, and to remain resilient against the SLL traps that may emerge in the organization and create tension and dissonance [22]. Because SLL is prevalent in the dominant culture [38], learning organizations such as those involved in teacher training may be susceptible to SLL traps that develop from the dominant societal culture. We interpret the observed tensions on the use of ICT within teacher education as the occurrence of such SLL traps.
The results of the qualitative interviews [26, 27] revealed that this could be understood as a global concern. It is a concern for deep educational values in many different cultures. Teacher educators were critical to position themselves towards a skills-based learning perspective, and positively towards a competency-oriented perspective. These two perspectives were understood as quite conflicting perspectives, almost mutually exclusive. How can a skills-based and a competency-oriented view be combined in a common understanding of learning? The contradictory elements of this discussion seem to be deeply embedded in the educational culture.
Langset, Jacobsen and Haugsbakken [39] stated that, contrary to top-down initiatives, a more horizontal approach supports pedagogical variation and tailored solutions needed in large heterogeneous organizations. The project carried out by Langset et al. [39] focused on local initiative and participation, as well as the feeling of autonomy experienced by the participants. Participants were free to explore new applications at their own pace and decide what new technologies to implement and how to use them in their courses. Their study findings showed that these were important factors supporting the argument for horizontal approaches rather than top-down implementation.
A recent study from Uganda [40] found that regardless of the resource-constrained context and pedagogical challenges experienced by academics, their attitude demonstrated resilience, flexibility and determination to embrace ICT in their teaching practice. This study challenges the notion of academics being passive, ‘making do’ with what is at hand [41] and claims that academics are resourceful practitioners, seeking inventive ways to teach more effectively.
Our aim was to study university departments of education as learning organizations using a self-designed questionnaire involving Argyris and Schön’s SLL and DLL (Figure 1) tied directly to the pedagogical application of digital tools. The results were used to discuss the influence of skills (PDC) and attitudes (mindsets and opinions) of the respondents on the pedagogical applications (practice) within the organizations. Many governments have been active in inducing and reforming both the school system and teacher education. This chapter has presented findings regarding how this affects teacher educators’ attitudes towards their professional position. The Norwegian implementation plan positions digital technology in teaching in a way that activates resistance and creates contrasts between teacher educators’ experiences and work-related requirements.
Multiple linear regressions were used to understand the relationships and contributions of SLL and DLL to organizational learning performance. The investigation empirically identified the potential for the development of an SLL and DLL culture to foster positive contributions to organizational learning performance.
Our study found that Argyris and Schön’s separation between SLL and DLL in their theory of action may contribute to a deeper acknowledgement of the fundamental challenges which have to be settled in the domain of educational technology. Both processes exist at the same time and may have different actors. Both actors are important and may make valuable contributions to refining the learning process when technology is involved. However, a policy-induced legitimate system (SLL) is not enough and may create the observed dissonance (SLL trap). Employees are motivated to work within a fixed SLL framework, which does not reflect the complexity of reality. Therefore, there is a risk of developing professional tunnel vision, where employees are forced to abandon what is professionally reasonable. However, teacher education requires flexible and functional team thinking (SSL + DLL) to develop the ‘noble art of education’. Technology and high ambitions at the structural macro level are not enough; there is a need for local structures at the meso-level.
The political enthusiasm that has prevailed in the field is now, to a greater extent, faced with critical reflections. The ranking of political goals over pedagogical goals hear is mostly contrary to teachers’ understanding of teacher proficiency. The observation that digital tools are not successfully integrated into teacher training may be related to optimistic expectations associated with the use of digital technology in our society [42, 43]. In further studies, this technological optimism must critically examined, which has promoted an unrealistic view of the capacity of digital tools in education.
Teacher educators have developed an awareness of how digital technology can be integrated into curricula and the types of strategies that are best suited to help pre-service teacher students gain this knowledge for their future work. According to Ertmer et al. [44], fundamental change to use ICT in constructive ways may only occur if academics’ inherent attitudes about the role of technology is concurrent with their practice. The present study raises such awareness while clarifying the content and complicated processes of integrating technology into teaching and learning. Faster, better, cheaper, applied to education, is not a productive concept. It is a false economy, since it is very difficult to have all three simultaneously. This requires educational institutions to be professional learning organizations, with communities of school professionals engaged in an ongoing dialog to promote cycles of development and reflection in students and teachers.
There are several implications of this study for the field of higher education. First, the idea that technology in itself will transform education if teachers are given access to it has been seriously challenged with empirical data. Second, if society want to meet the high ambitions for digital competence, the repertoire of ICT use in didactically meaningful ways has to grow. Third, the pedagogical landscape is complicated, and the development may preferably be done as an iterative process in its meso-level, between the macro and micro structure. We would suggest that instead of generally focusing on ICT in teacher training, teachers should work systematically at the local level to increase the repertoire—not the use itself—of digital learning technologies.
The implementation of digital technology and the development of digital competence in education require much more than basic digital infrastructure and an ambitious curriculum. Structures at the national level are not enough. There is an urgent need for professional development at the local level to expand the pedagogical repertoire and the didactic motivation of teachers concerning digital technology. This calls for an iterative progress of work in a social context, and requires education institutions as professional learning organizations, engage in an ongoing dialog to promote development and reflection cycles for students and teachers.
The publication charges for this article have been funded by a grant from the publication fund of UiT The Arctic University of Norway.
The authors declare no conflict of interest.
Our updated questionnaire is based on Argyris and Schön’s theory and involves three main constructs:
PDC and professional attitude were measured on a five-point Likert-scaled where 1 = strongly disagree, 2 = moderately disagree, 3 = neutral, 4 = moderately agree and 5 = strongly agree. Professional application of tools was measured based on the reported frequency of use of 16 digital technologies and work methods of the participants in their own teaching in the past year, with 1 = never, 2 = rarely, 3 = occasionally, 4 = often and 5 = extensively. Some items had a reversed scale, denoted by REV (reversal). The main construct of the surveys is illustrated by the version for the teacher educators. However, the survey should be slightly modified for use among teacher students to reflect the differences in their educational context. The constructs were each based on the following questionnaire items:
Decide to what extent you agree or disagree with each of the following statements:
I am familiar with digital tools that can help diversify teaching.
I am, in general, confident when using digital tools.
I find it easy to become familiar with new digital tools.
I can use digital tools that are appropriate for the aspects of the subjects I am teaching.
It is difficult to use digital tools as an educational resource within my subject. REV.
When I am using digital tools, it is difficult to adjust the content to the individual student’s needs. REV.
I have no clear idea of the learning outcome when using digital tools in my teaching. REV.
I use digital tools when giving feedback to students.
Decide to what extent you agree or disagree with the following statement:
When I use digital tools in my teaching, I find it adds value.
The use of digital tools is essential for good teaching.
Society’s expectations of the impact of digital tools are exaggerated. REV.
Expectations related to the use of digital tools in education frustrate me. REV.
In professional debates at our organization, the expectations of the impact of digital tools are exaggerated. REV.
The use of digital tools is disruptive for the relationship between student and teacher. REV.
Digital tools can make the students more interested in the subject I am teaching.
I like testing new digital tools in my teaching.
Which digital tools and work methods have you used in your own teaching in the past year?
Digital tools for testing with multiple choice questions
Moodle or Fronter (each university’s learning management system)
Digital tools for presentation (like PowerPoint or Prezi)
Word processor
Spreadsheets (like Excel)
Use of video
Production of film/video/animation
Online discussions
Online meetings (like Lync, Adobe Connect or Skype)
Production of Wiki (website that allows collaborative modification)
Screen capture (like Camtasia or Mediasite)
Programs for scientific analyses
Student response systems (online questions answered by phone or computers, like Kahoot! or Socrative)
Tools for collaborative writing (like Google Docs)
Social media (like Facebook or Twitter)
The Internet as a source of knowledge
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Iron oxide nanoparticles and their nanocomposites have performed excellent in supercapacitor. Iron oxide as negative electrode has extended the working voltage window of a supercapacitor. The main problems associated with iron oxide based electrodes are their poor electrical conductivity and cycle stability. Therefore, a conductive carbon matrix has been added to the iron oxide based electrodes to improve the electrochemical performance. In this chapter, recent progress on iron oxide and its composite with different materials as electrode in supercapacitor is summarized. The various synergistic effects of nanocomposites and compositional engineering to enhance the electrochemical performance of iron oxide are also discussed.",book:{id:"10824",title:"Iron Oxide Nanoparticles",coverURL:"https://cdn.intechopen.com/books/images_new/10824.jpg"},signatures:"Rajan Lakra, Rahul Kumar, Parasanta Kumar Sahoo, Sandeep Kumar and Ankur Soam"},{id:"82030",title:"Magnetite Nanoparticles (Fe3O4) for Radio-Frequency and Microwave Applications",slug:"magnetite-nanoparticles-fe3o4-for-radio-frequency-and-microwave-applications",totalDownloads:7,totalDimensionsCites:0,doi:"10.5772/intechopen.104930",abstract:"The size and shape dependent tunable electromagnetic (EM) properties of magnetite – Fe3O4 nanoparticles makes them an attractive material for various future electronics and biomedical device applications such as tunable attenuators, miniaturized isolators and circulators, RF antennas, EM shielding, and biomedical implants etc. The strategic design of RF devices requires specific dielectric and magnetic properties according to the applications, which in turn depends on the size and shape of the particles. At nanoscale, iron oxide’s magnetic and dielectric properties are very different from its bulk properties and can be tuned and enhanced by utilizing different synthesis approaches. In this chapter, we summarize electromagnetic properties of magnetite (Fe3O4) nanomaterials such as, complex permeability, complex permittivity, magnetic and dielectric loss tangents, saturation magnetization, temperature dependence, and ferromagnetic resonance; and how these properties can be optimized by varying different synthesis parameters. Finally, Fe3O4 nanocomposites will be explored by using different synthesis approaches for implementation of RF and microwave applications and we will conclude the chapter with future recommendations.",book:{id:"10824",title:"Iron Oxide Nanoparticles",coverURL:"https://cdn.intechopen.com/books/images_new/10824.jpg"},signatures:"Poonam Lathiya and Jing Wang"},{id:"81878",title:"Recent Progress and Overview of Nanocomposites",slug:"recent-progress-and-overview-of-nanocomposites",totalDownloads:17,totalDimensionsCites:0,doi:"10.5772/intechopen.102469",abstract:"Nanocomposites are versatile materials because of possessing superior properties as compared to their parent materials. Due to their improved electrical, mechanical, thermomechanical, electronic, optoelectronic, thermal, and magnetic properties, these materials are receiving much attention from researchers all over the world. In every field, the focus of the research is to develop such materials which have low weight, superior strength, and enhanced performance as well as cost competitiveness in comparison to existing materials. The nanocomposite materials have been used in the fields of avionics, biomedical, auto industry, sports industry, oil/gas, construction, food industry, agriculture industry, and information technology. This chapter addresses the synthesis, unique properties, and diverse applications of nanocomposites in different fields.",book:{id:"10825",title:"Nanocomposite Materials",coverURL:"https://cdn.intechopen.com/books/images_new/10825.jpg"},signatures:"Muhammad Hafeez"},{id:"81328",title:"Nanocomposites Thin Films: Manufacturing and Applications",slug:"nanocomposites-thin-films-manufacturing-and-applications",totalDownloads:13,totalDimensionsCites:0,doi:"10.5772/intechopen.103961",abstract:"Thin films of nanocomposite materials arouse a lot of interest due to their excellent mechanical, electrical, optical, tribological properties and also by the vast field of application. This chapter covers some techniques of thin films growth, such as the processes of physical vapor deposition, such as magnetron sputtering; the processes of chemical vapor deposition; layer-by-layer; among other techniques. Additionally, relevant features and applications of some nanocomposites thin films are presented. The wide variety of thin films growth techniques have allowed the development of several devices including those that act as: transistors, actuators, sensors, solar cells, devices with shape memory effect, organic light-emitting diodes (OLEDs), thermoelectric devices.",book:{id:"10825",title:"Nanocomposite Materials",coverURL:"https://cdn.intechopen.com/books/images_new/10825.jpg"},signatures:"Weslley Rick Viana Sampaio, Petteson Linniker Carvalho Serra, Noelio Oliveira Dantas, Rômulo Ríbeiro Magalhães de Sousa and Anielle Christine Almeida Silva"},{id:"81463",title:"Perovskite-Based Nanomaterials and Nanocomposites for Photocatalytic Decontamination of Water",slug:"perovskite-based-nanomaterials-and-nanocomposites-for-photocatalytic-decontamination-of-water",totalDownloads:27,totalDimensionsCites:0,doi:"10.5772/intechopen.102824",abstract:"The exploration of functional nanomaterials with superior catalytic activity for practical photocatalytic water decontamination is of significant importance. Perovskite-based nanomaterials, which demonstrate excellent photophysical and catalytic properties, are widely investigated as a class of adaptable materials for the photocatalytic degradation of environmental pollutants. This chapter introduces the recent progresses in using perovskite-based nanocomposites with particular emphasis on the applications for effective photocatalytic degradation of organic pollutants in wastewater. It starts by presenting the general principles and mechanisms governing photocatalytic degradation of organic pollutants in water by perovskite, along with the design criteria for perovskite-based nanocomposites. It then explains various strategies used to prepare perovskite-based nanocomposites with the aim of enhancing their photocatalytic activity. By the end of the chapter, the remaining challenges and perspectives for developing efficient perovskite-based photocatalysts with potential large-scale application are highlighted.",book:{id:"10825",title:"Nanocomposite Materials",coverURL:"https://cdn.intechopen.com/books/images_new/10825.jpg"},signatures:"Yousef Faraj and Ruzhen Xie"},{id:"81438",title:"Research Progress of Ionic Thermoelectric Materials for Energy Harvesting",slug:"research-progress-of-ionic-thermoelectric-materials-for-energy-harvesting",totalDownloads:37,totalDimensionsCites:0,doi:"10.5772/intechopen.101771",abstract:"Thermoelectric material is a kind of functional material that can mutually convert heat energy and electric energy. It can convert low-grade heat energy (less than 130°C) into electric energy. Compared with traditional electronic thermoelectric materials, ionic thermoelectric materials have higher performance. The Seebeck coefficient can generate 2–3 orders of magnitude higher ionic thermoelectric potential than electronic thermoelectric materials, so it has good application prospects in small thermoelectric generators and solar power generation. According to the thermoelectric conversion mechanism, ionic thermoelectric materials can be divided into ionic thermoelectric materials based on the Soret effect and thermocouple effect. They are widely used in pyrogen batteries and ionic thermoelectric capacitors. The latest two types of ionic thermoelectric materials are in this article. The research progress is explained, and the problems and challenges of ionic thermoelectric materials and the future development direction are also put forward.",book:{id:"10037",title:"Thermoelectricity - Recent Advances, New Perspectives and Applications",coverURL:"https://cdn.intechopen.com/books/images_new/10037.jpg"},signatures:"Jianwei Zhang, Ying Xiao, Bowei Lei, Gengyuan Liang and Wenshu Zhao"}],onlineFirstChaptersTotal:24},preDownload:{success:null,errors:{}},subscriptionForm:{success:null,errors:{}},aboutIntechopen:{},privacyPolicy:{},peerReviewing:{},howOpenAccessPublishingWithIntechopenWorks:{},sponsorshipBooks:{sponsorshipBooks:[],offset:8,limit:8,total:0},allSeries:{pteSeriesList:[{id:"14",title:"Artificial Intelligence",numberOfPublishedBooks:9,numberOfPublishedChapters:89,numberOfOpenTopics:6,numberOfUpcomingTopics:0,issn:"2633-1403",doi:"10.5772/intechopen.79920",isOpenForSubmission:!0},{id:"7",title:"Biomedical Engineering",numberOfPublishedBooks:12,numberOfPublishedChapters:104,numberOfOpenTopics:3,numberOfUpcomingTopics:0,issn:"2631-5343",doi:"10.5772/intechopen.71985",isOpenForSubmission:!0}],lsSeriesList:[{id:"11",title:"Biochemistry",numberOfPublishedBooks:31,numberOfPublishedChapters:314,numberOfOpenTopics:4,numberOfUpcomingTopics:0,issn:"2632-0983",doi:"10.5772/intechopen.72877",isOpenForSubmission:!0},{id:"25",title:"Environmental Sciences",numberOfPublishedBooks:1,numberOfPublishedChapters:11,numberOfOpenTopics:4,numberOfUpcomingTopics:0,issn:"2754-6713",doi:"10.5772/intechopen.100362",isOpenForSubmission:!0},{id:"10",title:"Physiology",numberOfPublishedBooks:11,numberOfPublishedChapters:141,numberOfOpenTopics:4,numberOfUpcomingTopics:0,issn:"2631-8261",doi:"10.5772/intechopen.72796",isOpenForSubmission:!0}],hsSeriesList:[{id:"3",title:"Dentistry",numberOfPublishedBooks:8,numberOfPublishedChapters:129,numberOfOpenTopics:2,numberOfUpcomingTopics:0,issn:"2631-6218",doi:"10.5772/intechopen.71199",isOpenForSubmission:!0},{id:"6",title:"Infectious Diseases",numberOfPublishedBooks:13,numberOfPublishedChapters:113,numberOfOpenTopics:3,numberOfUpcomingTopics:1,issn:"2631-6188",doi:"10.5772/intechopen.71852",isOpenForSubmission:!0},{id:"13",title:"Veterinary Medicine and Science",numberOfPublishedBooks:11,numberOfPublishedChapters:105,numberOfOpenTopics:3,numberOfUpcomingTopics:0,issn:"2632-0517",doi:"10.5772/intechopen.73681",isOpenForSubmission:!0}],sshSeriesList:[{id:"22",title:"Business, Management and Economics",numberOfPublishedBooks:1,numberOfPublishedChapters:18,numberOfOpenTopics:2,numberOfUpcomingTopics:1,issn:"2753-894X",doi:"10.5772/intechopen.100359",isOpenForSubmission:!0},{id:"23",title:"Education and Human Development",numberOfPublishedBooks:0,numberOfPublishedChapters:5,numberOfOpenTopics:1,numberOfUpcomingTopics:1,issn:null,doi:"10.5772/intechopen.100360",isOpenForSubmission:!0},{id:"24",title:"Sustainable Development",numberOfPublishedBooks:0,numberOfPublishedChapters:14,numberOfOpenTopics:5,numberOfUpcomingTopics:0,issn:null,doi:"10.5772/intechopen.100361",isOpenForSubmission:!0}],testimonialsList:[{id:"13",text:"The collaboration with and support of the technical staff of IntechOpen is fantastic. The whole process of submitting an article and editing of the submitted article goes extremely smooth and fast, the number of reads and downloads of chapters is high, and the contributions are also frequently cited.",author:{id:"55578",name:"Antonio",surname:"Jurado-Navas",institutionString:null,profilePictureURL:"https://s3.us-east-1.amazonaws.com/intech-files/0030O00002bRisIQAS/Profile_Picture_1626166543950",slug:"antonio-jurado-navas",institution:{id:"720",name:"University of Malaga",country:{id:null,name:"Spain"}}}},{id:"6",text:"It is great to work with the IntechOpen to produce a worthwhile collection of research that also becomes a great educational resource and guide for future research endeavors.",author:{id:"259298",name:"Edward",surname:"Narayan",institutionString:null,profilePictureURL:"https://mts.intechopen.com/storage/users/259298/images/system/259298.jpeg",slug:"edward-narayan",institution:{id:"3",name:"University of Queensland",country:{id:null,name:"Australia"}}}}]},series:{item:{id:"14",title:"Artificial Intelligence",doi:"10.5772/intechopen.79920",issn:"2633-1403",scope:"Artificial Intelligence (AI) is a rapidly developing multidisciplinary research area that aims to solve increasingly complex problems. In today's highly integrated world, AI promises to become a robust and powerful means for obtaining solutions to previously unsolvable problems. This Series is intended for researchers and students alike interested in this fascinating field and its many applications.",coverUrl:"https://cdn.intechopen.com/series/covers/14.jpg",latestPublicationDate:"June 11th, 2022",hasOnlineFirst:!0,numberOfPublishedBooks:9,editor:{id:"218714",title:"Prof.",name:"Andries",middleName:null,surname:"Engelbrecht",slug:"andries-engelbrecht",fullName:"Andries Engelbrecht",profilePictureURL:"https://s3.us-east-1.amazonaws.com/intech-files/0030O00002bRNR8QAO/Profile_Picture_1622640468300",biography:"Andries Engelbrecht received the Masters and PhD degrees in Computer Science from the University of Stellenbosch, South Africa, in 1994 and 1999 respectively. He is currently appointed as the Voigt Chair in Data Science in the Department of Industrial Engineering, with a joint appointment as Professor in the Computer Science Division, Stellenbosch University. Prior to his appointment at Stellenbosch University, he has been at the University of Pretoria, Department of Computer Science (1998-2018), where he was appointed as South Africa Research Chair in Artifical Intelligence (2007-2018), the head of the Department of Computer Science (2008-2017), and Director of the Institute for Big Data and Data Science (2017-2018). In addition to a number of research articles, he has written two books, Computational Intelligence: An Introduction and Fundamentals of Computational Swarm Intelligence.",institutionString:null,institution:{name:"Stellenbosch University",institutionURL:null,country:{name:"South Africa"}}},editorTwo:null,editorThree:null},subseries:{paginationCount:6,paginationItems:[{id:"22",title:"Applied Intelligence",coverUrl:"https://cdn.intechopen.com/series_topics/covers/22.jpg",isOpenForSubmission:!0,editor:{id:"27170",title:"Prof.",name:"Carlos",middleName:"M.",surname:"Travieso-Gonzalez",slug:"carlos-travieso-gonzalez",fullName:"Carlos Travieso-Gonzalez",profilePictureURL:"https://mts.intechopen.com/storage/users/27170/images/system/27170.jpeg",biography:"Carlos M. Travieso-González received his MSc degree in Telecommunication Engineering at Polytechnic University of Catalonia (UPC), Spain in 1997, and his Ph.D. degree in 2002 at the University of Las Palmas de Gran Canaria (ULPGC-Spain). He is a full professor of signal processing and pattern recognition and is head of the Signals and Communications Department at ULPGC, teaching from 2001 on subjects on signal processing and learning theory. His research lines are biometrics, biomedical signals and images, data mining, classification system, signal and image processing, machine learning, and environmental intelligence. He has researched in 52 international and Spanish research projects, some of them as head researcher. He is co-author of 4 books, co-editor of 27 proceedings books, guest editor for 8 JCR-ISI international journals, and up to 24 book chapters. He has over 450 papers published in international journals and conferences (81 of them indexed on JCR – ISI - Web of Science). He has published seven patents in the Spanish Patent and Trademark Office. He has been a supervisor on 8 Ph.D. theses (11 more are under supervision), and 130 master theses. He is the founder of The IEEE IWOBI conference series and the president of its Steering Committee, as well as the founder of both the InnoEducaTIC and APPIS conference series. He is an evaluator of project proposals for the European Union (H2020), Medical Research Council (MRC, UK), Spanish Government (ANECA, Spain), Research National Agency (ANR, France), DAAD (Germany), Argentinian Government, and the Colombian Institutions. He has been a reviewer in different indexed international journals (<70) and conferences (<250) since 2001. He has been a member of the IASTED Technical Committee on Image Processing from 2007 and a member of the IASTED Technical Committee on Artificial Intelligence and Expert Systems from 2011. \n\nHe has held the general chair position for the following: ACM-APPIS (2020, 2021), IEEE-IWOBI (2019, 2020 and 2020), A PPIS (2018, 2019), IEEE-IWOBI (2014, 2015, 2017, 2018), InnoEducaTIC (2014, 2017), IEEE-INES (2013), NoLISP (2011), JRBP (2012), and IEEE-ICCST (2005)\n\nHe is an associate editor of the Computational Intelligence and Neuroscience Journal (Hindawi – Q2 JCR-ISI). He was vice dean from 2004 to 2010 in the Higher Technical School of Telecommunication Engineers at ULPGC and the vice dean of Graduate and Postgraduate Studies from March 2013 to November 2017. He won the “Catedra Telefonica” Awards in Modality of Knowledge Transfer, 2017, 2018, and 2019 editions, and awards in Modality of COVID Research in 2020.\n\nPublic References:\nResearcher ID http://www.researcherid.com/rid/N-5967-2014\nORCID https://orcid.org/0000-0002-4621-2768 \nScopus Author ID https://www.scopus.com/authid/detail.uri?authorId=6602376272\nScholar Google https://scholar.google.es/citations?user=G1ks9nIAAAAJ&hl=en \nResearchGate https://www.researchgate.net/profile/Carlos_Travieso",institutionString:null,institution:{name:"University of Las Palmas de Gran Canaria",institutionURL:null,country:{name:"Spain"}}},editorTwo:null,editorThree:null},{id:"23",title:"Computational Neuroscience",coverUrl:"https://cdn.intechopen.com/series_topics/covers/23.jpg",isOpenForSubmission:!0,editor:{id:"14004",title:"Dr.",name:"Magnus",middleName:null,surname:"Johnsson",slug:"magnus-johnsson",fullName:"Magnus Johnsson",profilePictureURL:"https://mts.intechopen.com/storage/users/14004/images/system/14004.png",biography:"Dr Magnus Johnsson is a cross-disciplinary scientist, lecturer, scientific editor and AI/machine learning consultant from Sweden. \n\nHe is currently at Malmö University in Sweden, but also held positions at Lund University in Sweden and at Moscow Engineering Physics Institute. \nHe holds editorial positions at several international scientific journals and has served as a scientific editor for books and special journal issues. \nHis research interests are wide and include, but are not limited to, autonomous systems, computer modeling, artificial neural networks, artificial intelligence, cognitive neuroscience, cognitive robotics, cognitive architectures, cognitive aids and the philosophy of mind. \n\nDr. Johnsson has experience from working in the industry and he has a keen interest in the application of neural networks and artificial intelligence to fields like industry, finance, and medicine. \n\nWeb page: www.magnusjohnsson.se",institutionString:null,institution:{name:"Malmö University",institutionURL:null,country:{name:"Sweden"}}},editorTwo:null,editorThree:null},{id:"24",title:"Computer Vision",coverUrl:"https://cdn.intechopen.com/series_topics/covers/24.jpg",isOpenForSubmission:!0,editor:{id:"294154",title:"Prof.",name:"George",middleName:null,surname:"Papakostas",slug:"george-papakostas",fullName:"George Papakostas",profilePictureURL:"https://s3.us-east-1.amazonaws.com/intech-files/0030O00002hYaGbQAK/Profile_Picture_1624519712088",biography:"George A. Papakostas has received a diploma in Electrical and Computer Engineering in 1999 and the M.Sc. and Ph.D. degrees in Electrical and Computer Engineering in 2002 and 2007, respectively, from the Democritus University of Thrace (DUTH), Greece. Dr. Papakostas serves as a Tenured Full Professor at the Department of Computer Science, International Hellenic University, Greece. Dr. Papakostas has 10 years of experience in large-scale systems design as a senior software engineer and technical manager, and 20 years of research experience in the field of Artificial Intelligence. Currently, he is the Head of the “Visual Computing” division of HUman-MAchines INteraction Laboratory (HUMAIN-Lab) and the Director of the MPhil program “Advanced Technologies in Informatics and Computers” hosted by the Department of Computer Science, International Hellenic University. He has (co)authored more than 150 publications in indexed journals, international conferences and book chapters, 1 book (in Greek), 3 edited books, and 5 journal special issues. His publications have more than 2100 citations with h-index 27 (GoogleScholar). His research interests include computer/machine vision, machine learning, pattern recognition, computational intelligence. \nDr. Papakostas served as a reviewer in numerous journals, as a program\ncommittee member in international conferences and he is a member of the IAENG, MIR Labs, EUCogIII, INSTICC and the Technical Chamber of Greece (TEE).",institutionString:null,institution:{name:"International Hellenic University",institutionURL:null,country:{name:"Greece"}}},editorTwo:null,editorThree:null},{id:"25",title:"Evolutionary Computation",coverUrl:"https://cdn.intechopen.com/series_topics/covers/25.jpg",isOpenForSubmission:!0,editor:{id:"136112",title:"Dr.",name:"Sebastian",middleName:null,surname:"Ventura Soto",slug:"sebastian-ventura-soto",fullName:"Sebastian Ventura Soto",profilePictureURL:"https://mts.intechopen.com/storage/users/136112/images/system/136112.png",biography:"Sebastian Ventura is a Spanish researcher, a full professor with the Department of Computer Science and Numerical Analysis, University of Córdoba. Dr Ventura also holds the positions of Affiliated Professor at Virginia Commonwealth University (Richmond, USA) and Distinguished Adjunct Professor at King Abdulaziz University (Jeddah, Saudi Arabia). Additionally, he is deputy director of the Andalusian Research Institute in Data Science and Computational Intelligence (DaSCI) and heads the Knowledge Discovery and Intelligent Systems Research Laboratory. He has published more than ten books and over 300 articles in journals and scientific conferences. Currently, his work has received over 18,000 citations according to Google Scholar, including more than 2200 citations in 2020. In the last five years, he has published more than 60 papers in international journals indexed in the JCR (around 70% of them belonging to first quartile journals) and he has edited some Springer books “Supervised Descriptive Pattern Mining” (2018), “Multiple Instance Learning - Foundations and Algorithms” (2016), and “Pattern Mining with Evolutionary Algorithms” (2016). He has also been involved in more than 20 research projects supported by the Spanish and Andalusian governments and the European Union. He currently belongs to the editorial board of PeerJ Computer Science, Information Fusion and Engineering Applications of Artificial Intelligence journals, being also associate editor of Applied Computational Intelligence and Soft Computing and IEEE Transactions on Cybernetics. Finally, he is editor-in-chief of Progress in Artificial Intelligence. He is a Senior Member of the IEEE Computer, the IEEE Computational Intelligence, and the IEEE Systems, Man, and Cybernetics Societies, and the Association of Computing Machinery (ACM). Finally, his main research interests include data science, computational intelligence, and their applications.",institutionString:null,institution:{name:"University of Córdoba",institutionURL:null,country:{name:"Spain"}}},editorTwo:null,editorThree:null},{id:"26",title:"Machine Learning and Data Mining",coverUrl:"https://cdn.intechopen.com/series_topics/covers/26.jpg",isOpenForSubmission:!0,editor:{id:"24555",title:"Dr.",name:"Marco Antonio",middleName:null,surname:"Aceves Fernandez",slug:"marco-antonio-aceves-fernandez",fullName:"Marco Antonio Aceves Fernandez",profilePictureURL:"https://mts.intechopen.com/storage/users/24555/images/system/24555.jpg",biography:"Dr. Marco Antonio Aceves Fernandez obtained his B.Sc. (Eng.) in Telematics from the Universidad de Colima, Mexico. He obtained both his M.Sc. and Ph.D. from the University of Liverpool, England, in the field of Intelligent Systems. He is a full professor at the Universidad Autonoma de Queretaro, Mexico, and a member of the National System of Researchers (SNI) since 2009. Dr. Aceves Fernandez has published more than 80 research papers as well as a number of book chapters and congress papers. He has contributed in more than 20 funded research projects, both academic and industrial, in the area of artificial intelligence, ranging from environmental, biomedical, automotive, aviation, consumer, and robotics to other applications. He is also a honorary president at the National Association of Embedded Systems (AMESE), a senior member of the IEEE, and a board member of many institutions. His research interests include intelligent and embedded systems.",institutionString:"Universidad Autonoma de Queretaro",institution:{name:"Autonomous University of Queretaro",institutionURL:null,country:{name:"Mexico"}}},editorTwo:null,editorThree:null},{id:"27",title:"Multi-Agent Systems",coverUrl:"https://cdn.intechopen.com/series_topics/covers/27.jpg",isOpenForSubmission:!0,editor:{id:"148497",title:"Dr.",name:"Mehmet",middleName:"Emin",surname:"Aydin",slug:"mehmet-aydin",fullName:"Mehmet Aydin",profilePictureURL:"https://mts.intechopen.com/storage/users/148497/images/system/148497.jpg",biography:"Dr. Mehmet Emin Aydin is a Senior Lecturer with the Department of Computer Science and Creative Technology, the University of the West of England, Bristol, UK. His research interests include swarm intelligence, parallel and distributed metaheuristics, machine learning, intelligent agents and multi-agent systems, resource planning, scheduling and optimization, combinatorial optimization. Dr. Aydin is currently a Fellow of Higher Education Academy, UK, a member of EPSRC College, a senior member of IEEE and a senior member of ACM. In addition to being a member of advisory committees of many international conferences, he is an Editorial Board Member of various peer-reviewed international journals. 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