Calculate performance using signal processing feature and machine learning approach for cognitive load measurement in the indoor environment based different band from EEG signals.
\\n\\n
IntechOpen Book Series will also publish a program of research-driven Thematic Edited Volumes that focus on specific areas and allow for a more in-depth overview of a particular subject.
\\n\\nIntechOpen Book Series will be launching regularly to offer our authors and editors exciting opportunities to publish their research Open Access. We will begin by relaunching some of our existing Book Series in this innovative book format, and will expand in 2022 into rapidly growing research fields that are driving and advancing society.
\\n\\nLaunching 2021
\\n\\nArtificial Intelligence, ISSN 2633-1403
\\n\\nVeterinary Medicine and Science, ISSN 2632-0517
\\n\\nBiochemistry, ISSN 2632-0983
\\n\\nBiomedical Engineering, ISSN 2631-5343
\\n\\nInfectious Diseases, ISSN 2631-6188
\\n\\nPhysiology (Coming Soon)
\\n\\nDentistry (Coming Soon)
\\n\\nWe invite you to explore our IntechOpen Book Series, find the right publishing program for you and reach your desired audience in record time.
\\n\\nNote: Edited in October 2021
\\n"}]',published:!0,mainMedia:{caption:"",originalUrl:"/media/original/132"}},components:[{type:"htmlEditorComponent",content:'With the desire to make book publishing more relevant for the digital age and offer innovative Open Access publishing options, we are thrilled to announce the launch of our new publishing format: IntechOpen Book Series.
\n\nDesigned to cover fast-moving research fields in rapidly expanding areas, our Book Series feature a Topic structure allowing us to present the most relevant sub-disciplines. Book Series are headed by Series Editors, and a team of Topic Editors supported by international Editorial Board members. Topics are always open for submissions, with an Annual Volume published each calendar year.
\n\nAfter a robust peer-review process, accepted works are published quickly, thanks to Online First, ensuring research is made available to the scientific community without delay.
\n\nOur innovative Book Series format brings you:
\n\nIntechOpen Book Series will also publish a program of research-driven Thematic Edited Volumes that focus on specific areas and allow for a more in-depth overview of a particular subject.
\n\nIntechOpen Book Series will be launching regularly to offer our authors and editors exciting opportunities to publish their research Open Access. We will begin by relaunching some of our existing Book Series in this innovative book format, and will expand in 2022 into rapidly growing research fields that are driving and advancing society.
\n\nLaunching 2021
\n\nArtificial Intelligence, ISSN 2633-1403
\n\nVeterinary Medicine and Science, ISSN 2632-0517
\n\nBiochemistry, ISSN 2632-0983
\n\nBiomedical Engineering, ISSN 2631-5343
\n\nInfectious Diseases, ISSN 2631-6188
\n\nPhysiology (Coming Soon)
\n\nDentistry (Coming Soon)
\n\nWe invite you to explore our IntechOpen Book Series, find the right publishing program for you and reach your desired audience in record time.
\n\nNote: Edited in October 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:"6064",leadTitle:null,fullTitle:"Geophysics",title:"Geophysics",subtitle:null,reviewType:"peer-reviewed",abstract:"This book is focused on different aspects of geophysical research, particularly on modern approach in subsurface imaging, tectonics, geohazard, seismicity, and Earth planetary system. Syntheses of results from regional and local studies combined with new techniques of geophysical data acquisition and interpretation from diverse geological provinces are presented. Some of the chapter explained clearly the geophysical technic that can image local sources in urban and rural settings in Israel. An example of studies on basement tectonics and fault reactivation in North America using integrated geophysical methods is also presented. Two modes of seismicity, one involving rotational seismology and another based on seismic response in Mexico using Hilbert-Huang transform (HHT) as an alternative technique for extracting data that will be useful for the assessment of potential earthquake, are discussed in other sets of chapters. The integration of geoelectric methods in another chapter demonstrated delimitation of the resistivity anomalies caused by different types of hydrocarbon contaminants and rocks in rural, industrial, and urban sites. The results of electrical resistivity method to define 1D and 2D electrical models from two datasets acquired in dry and rainy seasons in Panama (Central America) were used to show the relationship between electrical resistivity and volumetric water content. Petrophysical analyses show good fits between resistivity and volumetric water content and known parameters for rocks and soils. The study on Earth planetary system noted that at all stages of the Earth?s formation, convective heat and mass transfer are the most important factors in the dynamics of the planet. The chapter on magnetics shows how remanent magnetization and self-demagnetization complicate the inversion and interpretation of magnetic anomaly with examples from iron deposit in South Australia.",isbn:"978-1-78923-021-5",printIsbn:"978-1-78923-020-8",pdfIsbn:"978-1-83881-273-7",doi:"10.5772/68004",price:119,priceEur:129,priceUsd:155,slug:"geophysics",numberOfPages:160,isOpenForSubmission:!1,isInWos:1,isInBkci:!1,hash:"89546fa67a73db341b7d7e4a67768da2",bookSignature:"Anthony Okiwelu",publishedDate:"May 9th 2018",coverURL:"https://cdn.intechopen.com/books/images_new/6064.jpg",numberOfDownloads:9025,numberOfWosCitations:4,numberOfCrossrefCitations:5,numberOfCrossrefCitationsByBook:0,numberOfDimensionsCitations:7,numberOfDimensionsCitationsByBook:0,hasAltmetrics:0,numberOfTotalCitations:16,isAvailableForWebshopOrdering:!0,dateEndFirstStepPublish:"April 27th 2017",dateEndSecondStepPublish:"May 18th 2017",dateEndThirdStepPublish:"November 10th 2017",dateEndFourthStepPublish:"December 10th 2017",dateEndFifthStepPublish:"March 10th 2018",currentStepOfPublishingProcess:5,indexedIn:"1,2,3,4,5,6,7",editedByType:"Edited by",kuFlag:!1,featuredMarkup:null,editors:[{id:"139812",title:"Prof.",name:"Anthony",middleName:"Afam",surname:"Okiwelu",slug:"anthony-okiwelu",fullName:"Anthony Okiwelu",profilePictureURL:"https://mts.intechopen.com/storage/users/139812/images/system/139812.jpg",biography:"Dr. Anthony Okiwelu holds a Ph.D degree in Geophysics from the University of Calabar, Nigeria and M.Sc. Degree in Geophysics and B.Sc. Degree in Geology from the Universities of Ibadan and Calabar respectively. He is a Professor of Geophysics in Geophysics Unit, Physics Department, University of Calabar, Nigeria where he teaches magnetic prospecting, gravimetry, geomathematics and Earth Physics. His main research interest is in magnetics, gravimetry, tectonics and geopotential field models. He also has some publications in the areas of seismic and electrical methods. He is an active member of International body, SEG (Society of Exploration Geophysicists), NIP (Nigerian Institute of Physics), NMGS (Nigerian Mining and Geoscience Society) and Nigerian Environmental Society (NES).",institutionString:"University of Calabar",position:null,outsideEditionCount:0,totalCites:0,totalAuthoredChapters:"1",totalChapterViews:"0",totalEditedBooks:"1",institution:{name:"University of Calabar",institutionURL:null,country:{name:"Nigeria"}}}],equalEditorOne:null,equalEditorTwo:null,equalEditorThree:null,coeditorOne:null,coeditorTwo:null,coeditorThree:null,coeditorFour:null,coeditorFive:null,topics:[{id:"104",title:"Geology and Geophysics",slug:"geology-and-geophysics"}],chapters:[{id:"59593",title:"Three–Dimensional Seismic Diffraction Imaging for Detecting Near-Surface Inhomogeneities",doi:"10.5772/intechopen.74059",slug:"three-dimensional-seismic-diffraction-imaging-for-detecting-near-surface-inhomogeneities",totalDownloads:1189,totalCrossrefCites:1,totalDimensionsCites:1,hasAltmetrics:0,abstract:"One of the problems encountered in a variety of near-surface investigations is detecting and mapping localized inhomogeneities. Typical examples of such inhomogeneous sources are cavities, caves and tunnels. Different methods for detecting shallow subsurface sources utilizing seismic waves diffracted by these sources were proposed by many researchers in the last three decades. Most of these methods suggest that every subsurface point is a possible location of a point diffractor. Imaging of the diffractors is based on a spatial summation of the diffracted wavefield along diffraction time surfaces (defined by source-receiver geometry) in 2D or 3D space. The summation is performed with a fixed velocity value estimated from velocity analysis of the diffraction data. In this study, we present a path integral summation approach, where for every subsurface point the wavefield is stacked together along all possible diffraction time surfaces having a common apex at a given time. The result of the imaging is a 3D volume in which prominent diffraction anomalies appear at spatial locations close to the imaged sources. This path integral summation approach has been successfully tested on synthetic data and further applied at several sites with known subsurface sources.",signatures:"Shemer Keydar, Vladimir Shtivelman and Avner Arzi",downloadPdfUrl:"/chapter/pdf-download/59593",previewPdfUrl:"/chapter/pdf-preview/59593",authors:[{id:"222230",title:"Dr.",name:"Shemer",surname:"Keydar",slug:"shemer-keydar",fullName:"Shemer Keydar"},{id:"240598",title:"Dr.",name:"Vladimir",surname:"Shtivelman",slug:"vladimir-shtivelman",fullName:"Vladimir Shtivelman"},{id:"240600",title:"Dr.",name:"Avner",surname:"Arzi",slug:"avner-arzi",fullName:"Avner Arzi"}],corrections:null},{id:"58528",title:"Measurement of Rotational Events in Regions Prone to Seismicity: A Review",doi:"10.5772/intechopen.72169",slug:"measurement-of-rotational-events-in-regions-prone-to-seismicity-a-review",totalDownloads:1033,totalCrossrefCites:0,totalDimensionsCites:0,hasAltmetrics:0,abstract:"On the basis of the explanation of rotational seismology as an area of study, a modern approach to the seismic rotation in various continuum models is summarized. The aim of this chapter is to formulate the fundamental requirements for rotational seismometer. Consequently, a review of all existing technologies of rotational seismometers including mechanical, electrochemical, magnetohydrodynamical, as well as optical type solutions is discussed. The analysis of their parameters that considers technical requirements enforced by rotational seismology has indicated an optical instrument using a Sagnac interferometer as the best solution. Fibre-Optic System for Rotational Events & phenomena Monitoring (FOSREM) with its main parameters and features is described as an example of such solution. Moreover, the example of rotational events recorded in Książ observatory, Poland, using mechanical rotational seismometers and FOSREM is presented. There are data for M = 3.8 earthquake near Jarocin, Poland on the 2012.01.06 at 15:37:56 at a distance of about 200 km from Książ. Although the used devices have totally different designs, the results obtained using FOSREM and the results calculated by mechanical devices show compatibility in rotational signals.",signatures:"Leszek R. Jaroszewicz, Anna Kurzych, Krzysztof P. Teisseyre and\nZbigniew Krajewski",downloadPdfUrl:"/chapter/pdf-download/58528",previewPdfUrl:"/chapter/pdf-preview/58528",authors:[{id:"72725",title:"Prof.",name:"Leszek",surname:"Jaroszewicz",slug:"leszek-jaroszewicz",fullName:"Leszek Jaroszewicz"},{id:"80980",title:"Dr.",name:"Krzysztof",surname:"Teisseyre",slug:"krzysztof-teisseyre",fullName:"Krzysztof Teisseyre"},{id:"211736",title:"MSc.",name:"Anna",surname:"Kurzych",slug:"anna-kurzych",fullName:"Anna Kurzych"},{id:"221322",title:"Dr.",name:"Zbigniew",surname:"Krajewski",slug:"zbigniew-krajewski",fullName:"Zbigniew Krajewski"}],corrections:null},{id:"57758",title:"Inversion and Interpretation of Magnetic Anomaly in the Presence of Significant Remanence and Self-Demagnetization Based on Magnetic Amplitude",doi:"10.5772/intechopen.71027",slug:"inversion-and-interpretation-of-magnetic-anomaly-in-the-presence-of-significant-remanence-and-self-d",totalDownloads:1319,totalCrossrefCites:2,totalDimensionsCites:2,hasAltmetrics:0,abstract:"Remanent magnetization and self-demagnetization effects of high-susceptibility body distort the intensity and direction of internal magnetization and hence complicate the inversion and interpretation of magnetic anomaly. The magnitude magnetic anomaly, which is weakly sensitive to the magnetization direction, provides an indirect way to investigate these complex anomalies. We study the sensitivity characteristics of 2D magnitude magnetic anomaly to magnetization direction and source shapes, implement the magnetization intensity inversion, and further estimate the magnetization direction by inverting for the total field data. The magnetic amplitude inversion is tested by the use of synthetic data, which are caused by prism models with strong remanent magnetization and high susceptibility. It is also applied to the field data of an iron-ore deposit in South Australia. The primary advantage of magnitude anomaly inversion is that the magnetization directions are not assumed to parallel the geomagnetic field. The magnetization intensity inversion and magnetization direction estimation make full use of the amplitude and phase information of magnetic anomalies. Magnetic amplitude inversion including other amplitude quantities such as normalized source strength and analytic signal offers an effective approach to investigate and interpret the magnetic anomalies affected by complicated remanence and self-demagnetization.",signatures:"Shuang Liu and Xiangyun Hu",downloadPdfUrl:"/chapter/pdf-download/57758",previewPdfUrl:"/chapter/pdf-preview/57758",authors:[{id:"205979",title:"Dr.",name:"Shuang",surname:"Liu",slug:"shuang-liu",fullName:"Shuang Liu"},{id:"205980",title:"Dr.",name:"Xiangyun",surname:"Hu",slug:"xiangyun-hu",fullName:"Xiangyun Hu"}],corrections:null},{id:"58517",title:"Basement Tectonics and Fault Reactivation in Alberta Based on Seismic and Potential Field Data",doi:"10.5772/intechopen.72766",slug:"basement-tectonics-and-fault-reactivation-in-alberta-based-on-seismic-and-potential-field-data",totalDownloads:1186,totalCrossrefCites:1,totalDimensionsCites:3,hasAltmetrics:0,abstract:"Injection-induced seismicity in Western Canada and elsewhere in North America has drawn considerable recent interest. Current models indicate that induced earthquakes occur on reactivated basement faults, which can be challenging to detect using seismic-reflection data. Here we use regional gravity and magnetic datasets, together with LITHOPROBE crustal seismic profiles, to investigate basement tectonics and crustal structure in an area of Western Canada that is prone to induced seismicity. Previously mapped basement faults that were active during the Paleozoic can be recognized on the basis of pronounced curvature, truncations and/or offsets of stratigraphic marker horizons. Within the Precambrian crystalline basement, however, brittle faults are poorly imaged by seismic data due to various factors such as the obscuring effect of multiples. Regional potential-field fabrics are critical to establish the tectonic setting of basement domains, with complementary information provided by magnetic, Bouguer and isostatic residual gravity anomalies based on 2D modelling constrained by seismic profiles. However, individual faults appear to lack diagnostic expression in regional potential-field anomaly data, since the anomalies are dominated by the effects of larger-scale crustal structures. We show evidence that large-scale basement faults can potentially be recognized on the basis of truncation and offset of distinct horizons within the Winagami Reflection Sequence (WRS), which is interpreted as a regionally-extensive mid-crustal sill complex emplaced during a Proterozoic magmatic pulse. An abundance of caution is necessary to interpret these features, due to complications arising from out-of-plane reflections at long reflection times.",signatures:"Eneanwan Ekpo, David Eaton and Ronald Weir",downloadPdfUrl:"/chapter/pdf-download/58517",previewPdfUrl:"/chapter/pdf-preview/58517",authors:[{id:"159402",title:"Prof.",name:"David",surname:"Eaton",slug:"david-eaton",fullName:"David Eaton"},{id:"219244",title:"Ph.D. Student",name:"Eneanwan",surname:"Ekpo",slug:"eneanwan-ekpo",fullName:"Eneanwan Ekpo"},{id:"219246",title:"MSc.",name:"Ronald",surname:"Weir",slug:"ronald-weir",fullName:"Ronald Weir"}],corrections:null},{id:"58771",title:"Characterization of Hydrocarbon-Contaminated Sites Based on Geoelectrical Methods of Geophysical Exploration",doi:"10.5772/intechopen.73103",slug:"characterization-of-hydrocarbon-contaminated-sites-based-on-geoelectrical-methods-of-geophysical-exp",totalDownloads:1210,totalCrossrefCites:0,totalDimensionsCites:0,hasAltmetrics:0,abstract:"Electrical methods are effective tools for the characterization of oil-contaminated sites and are applied in defining the geometry of the contaminated plume and in designing the remedial process. The optimal methodology integrates geoelectric methods, data processing, and interpretation techniques. Electromagnetic profiling is a reliable and fast method used to provide the configuration of oil-contaminated plume from apparent resistivity map and used to guide the subsequent electrical resistivity tomography survey. From advanced field work methods, data processing, and interpretation procedures, electrical resistivity tomography survey provides the three-dimensional (3D) configuration of the contaminated plume, migration pathways, location of active contaminated sources, and information about lithology. For separate contaminated and clean zones, a petrophysical modeling is used for the calculation of soil resistivity based on groundwater salinity. Taking the pore-water salinity value into account, an inversion algorithm recalculates resistivity maps into maps of clay content, porosity, and cation exchange capacity, allowing a more accurate determination of the volume of contaminated soil. From clay content data, hydraulic conductivity values are calculated for determining the groundwater vulnerability due to vertical migration of contaminants from upper layers. The optimal geoelectric methodology is an efficient procedure to assess hydrocarbon-contaminated sites, with emphasis on large sites with deeper groundwater table.",signatures:"Omar Delgado-Rodríguez, Vladimir Shevnin, Héctor Peinado-\nGuevara and María Ladrón de Guevara-Torres",downloadPdfUrl:"/chapter/pdf-download/58771",previewPdfUrl:"/chapter/pdf-preview/58771",authors:[{id:"36734",title:"Dr.",name:"Héctor José",surname:"Peinado-Guevara",slug:"hector-jose-peinado-guevara",fullName:"Héctor José Peinado-Guevara"},{id:"196350",title:"Ms.",name:"María",surname:"Ladrón De Guevara Torres",slug:"maria-ladron-de-guevara-torres",fullName:"María Ladrón De Guevara Torres"},{id:"223848",title:"Dr.",name:"Omar",surname:"Delgado-Rodríguez",slug:"omar-delgado-rodriguez",fullName:"Omar Delgado-Rodríguez"},{id:"233180",title:"Dr.",name:"Vladimir",surname:"Shevnin",slug:"vladimir-shevnin",fullName:"Vladimir Shevnin"}],corrections:null},{id:"58820",title:"Characterization of Seismic Responses in Mexico City Using Hilbert-Huang Transform",doi:"10.5772/intechopen.73034",slug:"characterization-of-seismic-responses-in-mexico-city-using-hilbert-huang-transform",totalDownloads:1198,totalCrossrefCites:0,totalDimensionsCites:0,hasAltmetrics:0,abstract:"In this investigation, we present the Hilbert-Huang transform (HHT) as an alternative technique, which has advantage over other methods for extracting useful data of seismic ground response. The HHT, integrated with the empirical mode decomposition (EMD) and the Hilbert transformation (HT), enables engineers to analyze data from nonlinear and nonstationary processes. The product of the transformation is a detailed description of time-varying frequency diagrams. The recordings of accelerations of soft-soil deposits in Mexico City are studied under this technique. Results of the analysis of accelerograms indicate that this adaptive decomposition permits the extraction motion characteristics, which cannot be effectively unraveled by other conventional data processing techniques. The findings and conclusions derived from studies such as the one presented here contribute to a better understanding of seismic response patterns.",signatures:"Silvia Raquel García Benítez and Leonardo Alcántara Nolasco",downloadPdfUrl:"/chapter/pdf-download/58820",previewPdfUrl:"/chapter/pdf-preview/58820",authors:[{id:"149806",title:"Dr.",name:"Silvia",surname:"García",slug:"silvia-garcia",fullName:"Silvia García"},{id:"234390",title:"Dr.",name:"Leonardo",surname:"Alcántara",slug:"leonardo-alcantara",fullName:"Leonardo Alcántara"}],corrections:null},{id:"58490",title:"Dynamics of the Early Stage of Formation of the Earth’s-Moon System",doi:"10.5772/intechopen.72641",slug:"dynamics-of-the-early-stage-of-formation-of-the-earth-s-moon-system",totalDownloads:851,totalCrossrefCites:0,totalDimensionsCites:0,hasAltmetrics:0,abstract:"In previous studies it was shown that the energy release during the decay of short-living radioactive elements in small bodies is sufficient for the temperature inside such a protoplanetary core to become larger than the melting temperature of iron. This ensures the realization of the process of differentiation of matter and the development of convection in the inner envelopes. At all stages of proto-Earth’s formation, convective heat and mass transfer is the most important factor in the dynamics of the planet. However, the release of heat due to friction in the viscous liquid of the outer regions of the core so far has not been taken into account at all or was taken into account only in the formed envelopes of a planet of constant radius. In this chapter, we present the results of a numerical simulation of the thermal evolution of a 3D spherical segment of a protoplanet of an increasing radius, taking into account the accidental falling of bodies and particles. An algorithm for the numerical solution of the problem is given, taking into account the dissipation of tidal energy in the Earth-Moon system at the stage of planetary accumulation.",signatures:"Yurie Khachay, Olga Hachay and Alexander Antipin",downloadPdfUrl:"/chapter/pdf-download/58490",previewPdfUrl:"/chapter/pdf-preview/58490",authors:[{id:"150801",title:"Prof.",name:"Olga",surname:"Hachay",slug:"olga-hachay",fullName:"Olga Hachay"},{id:"225379",title:"Prof.",name:"Yuriy",surname:"Khachay",slug:"yuriy-khachay",fullName:"Yuriy Khachay"},{id:"225383",title:"Mr.",name:"Alexandr",surname:"Antipin",slug:"alexandr-antipin",fullName:"Alexandr Antipin"}],corrections:null},{id:"59380",title:"Geoelectrical Sounding and Imaging over the Central Zone of Panama",doi:"10.5772/intechopen.74210",slug:"geoelectrical-sounding-and-imaging-over-the-central-zone-of-panama",totalDownloads:1044,totalCrossrefCites:1,totalDimensionsCites:1,hasAltmetrics:0,abstract:"Electrical properties of rocks and geoelectrical resistivity method have been discussed in this chapter, in which the results of an electrical survey over the sedimentary terrain of the central zone of Panama (Central America) are presented. This study therefore includes (i) a petrophysical study with the aim of relating its electrical resistivity values with the volumetric water contents, (ii) an electrical resistivity imaging (2D inversion), and (iii) an electrical sounding (1D inversion) for detecting the water table and its corresponding stratigraphy and variation with time. Two datasets for these last methods have been developed with the aim of monitoring the percentage changes in model resistivity. Petrophysical tests show good fits between resistivity and volumetric water content and known parameters for rocks and soils. 1D and 2D inversions show a significant reliability with the stratigraphic information obtained from a borehole and strong changes caused by rainy season in this tropical zone.",signatures:"Alexis Mojica",downloadPdfUrl:"/chapter/pdf-download/59380",previewPdfUrl:"/chapter/pdf-preview/59380",authors:[{id:"228846",title:"Dr.",name:"Alexis",surname:"Mojica",slug:"alexis-mojica",fullName:"Alexis Mojica"}],corrections:null}],productType:{id:"1",title:"Edited Volume",chapterContentType:"chapter",authoredCaption:"Edited by"},subseries:null,tags:null},relatedBooks:[{type:"book",id:"6244",title:"Surface Waves",subtitle:"New Trends and Developments",isOpenForSubmission:!1,hash:"48a2c4d0d993b62e4fe46a77a7a6cc4c",slug:"surface-waves-new-trends-and-developments",bookSignature:"Farzad Ebrahimi",coverURL:"https://cdn.intechopen.com/books/images_new/6244.jpg",editedByType:"Edited by",editors:[{id:"20062",title:"Dr.",name:"Farzad",surname:"Ebrahimi",slug:"farzad-ebrahimi",fullName:"Farzad Ebrahimi"}],equalEditorOne:null,equalEditorTwo:null,equalEditorThree:null,productType:{id:"1",chapterContentType:"chapter",authoredCaption:"Edited by"}},{type:"book",id:"7747",title:"Isotopes Applications in Earth Sciences",subtitle:null,isOpenForSubmission:!1,hash:"a529383ebff555e89d4e3d39c7cf20f2",slug:"isotopes-applications-in-earth-sciences",bookSignature:"Rehab O. 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Araque",slug:"maria-c.-araque"}]},{id:"19019",title:"Production of Clinical Grade Mesenchymal Stromal Cells",slug:"production-of-clinical-grade-mesenchymal-stromal-cells",signatures:"Pytlík, Slanař, Stehlík and Matějkova",authors:[{id:"47706",title:"Dr.",name:"Robert",middleName:null,surname:"Pytlik",fullName:"Robert Pytlik",slug:"robert-pytlik"},{id:"56935",title:"Mr.",name:"David",middleName:null,surname:"Stehlik",fullName:"David Stehlik",slug:"david-stehlik"},{id:"91007",title:"Prof.",name:"Ondrej",middleName:null,surname:"Slanar",fullName:"Ondrej Slanar",slug:"ondrej-slanar"},{id:"91008",title:"Dr.",name:"Eva",middleName:null,surname:"Matějková",fullName:"Eva Matějková",slug:"eva-matejkova"}]},{id:"19020",title:"Adipose-Derived Stem Cells (ASCs) for Tissue Engineering",slug:"adipose-derived-stem-cells-ascs-for-tissue-engineering",signatures:"Mathias Tremp, Souzan Salemi, Rita Gobet, Tullio Sulser and Daniel Eberli",authors:[{id:"46340",title:"Dr",name:"Souzan",middleName:null,surname:"Salemi",fullName:"Souzan Salemi",slug:"souzan-salemi"},{id:"50705",title:"Dr.",name:"Mathias",middleName:null,surname:"Tremp",fullName:"Mathias Tremp",slug:"mathias-tremp"},{id:"91049",title:"Dr.",name:"Daniel",middleName:null,surname:"Eberli",fullName:"Daniel Eberli",slug:"daniel-eberli"},{id:"95135",title:"Prof.",name:"Rita",middleName:null,surname:"Gobet",fullName:"Rita Gobet",slug:"rita-gobet"},{id:"95139",title:"Prof.",name:"Tullio",middleName:null,surname:"Sulser",fullName:"Tullio Sulser",slug:"tullio-sulser"}]},{id:"19021",title:"In Vitro Culture Methods of Skin Cells for Optimal Skin Reconstruction by Tissue Engineering",slug:"in-vitro-culture-methods-of-skin-cells-for-optimal-skin-reconstruction-by-tissue-engineering",signatures:"Moulin VJ, Mayrand D, Laforce-Lavoie A, Larochelle S and Genest H",authors:[{id:"38510",title:"Prof.",name:"Veronique",middleName:null,surname:"Moulin",fullName:"Veronique Moulin",slug:"veronique-moulin"},{id:"55816",title:"MSc.",name:"Dominique",middleName:null,surname:"Mayrand",fullName:"Dominique Mayrand",slug:"dominique-mayrand"},{id:"55817",title:"BSc",name:"Audrey",middleName:null,surname:"Laforce-Lavoie",fullName:"Audrey Laforce-Lavoie",slug:"audrey-laforce-lavoie"},{id:"55818",title:"MSc",name:"Sebastien",middleName:null,surname:"Larochelle",fullName:"Sebastien Larochelle",slug:"sebastien-larochelle"},{id:"55819",title:"Dr.",name:"Herve",middleName:null,surname:"Genest",fullName:"Herve Genest",slug:"herve-genest"}]},{id:"19022",title:"Mesenchymal Stem Cells for Cell Therapy and Tissue Regeneration in Urology",slug:"mesenchymal-stem-cells-for-cell-therapy-and-tissue-regeneration-in-urology",signatures:"Yingai Shi and Yuanyuan Zhang",authors:[{id:"36047",title:"Prof.",name:"Yuanyuan",middleName:null,surname:"Zhang",fullName:"Yuanyuan Zhang",slug:"yuanyuan-zhang"},{id:"103141",title:"Dr.",name:"Yingai",middleName:null,surname:"Shi",fullName:"Yingai Shi",slug:"yingai-shi"}]},{id:"19023",title:"Glandular Stem Cells: A New Source for Myocardial Repair?",slug:"glandular-stem-cells-a-new-source-for-myocardial-repair-",signatures:"Norbert W. 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Hussein and Noordin Mohamed Mustapha",authors:[{id:"42396",title:"Dr.",name:"Zuki",middleName:null,surname:"Abu Bakar",fullName:"Zuki Abu Bakar",slug:"zuki-abu-bakar"},{id:"42420",title:"Dr.",name:"Noordin",middleName:null,surname:"Mohamed Mustapha",fullName:"Noordin Mohamed Mustapha",slug:"noordin-mohamed-mustapha"},{id:"42421",title:"Dr.",name:"Bahaa",middleName:"Fakhri",surname:"Hussein",fullName:"Bahaa Hussein",slug:"bahaa-hussein"}]},{id:"19031",title:"Bioactive Scaffolds for the Controlled Formation of Complex Skeletal Tissues",slug:"bioactive-scaffolds-for-the-controlled-formation-of-complex-skeletal-tissues",signatures:"Sandra Hofmann and Marcos Garcia-Fuentes",authors:[{id:"46057",title:"Dr.",name:"Marcos",middleName:null,surname:"Garcia-Fuentes",fullName:"Marcos Garcia-Fuentes",slug:"marcos-garcia-fuentes"},{id:"54179",title:"Dr.",name:"Sandra",middleName:null,surname:"Hofmann",fullName:"Sandra Hofmann",slug:"sandra-hofmann"}]},{id:"19032",title:"Angiogenesis and Vascularity for Tissue Engineering Applications",slug:"angiogenesis-and-vascularity-for-tissue-engineering-applications",signatures:"Remo A. Largo, Venkat M. Ramakrishnan, Martin Ehrbar, Algirdas Ziogas, Jan A. 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Guldner, Hangörg Zimmermann and Hans- H. Sievers",authors:[{id:"53946",title:"Prof.",name:"Norbert W",middleName:null,surname:"Guldner",fullName:"Norbert W Guldner",slug:"norbert-w-guldner"}]},{id:"19035",title:"Formation of Stable Vascular Networks in Engineered Tissues",slug:"formation-of-stable-vascular-networks-in-engineered-tissues",signatures:"Bin Jiang and Eric M. Brey",authors:[{id:"51177",title:"Prof.",name:"Eric",middleName:null,surname:"Brey",fullName:"Eric Brey",slug:"eric-brey"},{id:"53332",title:"BSc.",name:"Bin",middleName:null,surname:"Jiang",fullName:"Bin Jiang",slug:"bin-jiang"}]},{id:"19036",title:"Tunable Stimuli-Responsive Polymers for Cell Sheet Engineering",slug:"tunable-stimuli-responsive-polymers-for-cell-sheet-engineering",signatures:"Nithya Joseph, Anil Kumar P R and TV Kumary",authors:[{id:"56551",title:"Dr.",name:"TV",middleName:null,surname:"Kumary",fullName:"TV Kumary",slug:"tv-kumary"},{id:"121843",title:"Dr.",name:"Nithya",middleName:null,surname:"Joseph",fullName:"Nithya Joseph",slug:"nithya-joseph"},{id:"121844",title:"Dr.",name:"Anil",middleName:null,surname:"Kumar PR",fullName:"Anil Kumar PR",slug:"anil-kumar-pr"}]},{id:"19037",title:"Gene-Silencing for Treatment of Cardiovascular Diseases",slug:"gene-silencing-for-treatment-of-cardiovascular-diseases",signatures:"A. Nolte, M. Schneider, T. Walker and H. P. 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The memory is the aptitude of brain that deals with encoding, storing and retrieving information as needed. These information are received and transmitted from external environment by sensory nervous system in the form of chemical or physical stimuli and processed by memory in central nervous system. Now memory is classified into two categories: (1) short term or working memory that holds information temporarily [1] and allows manipulation of stored information for reasoning, decision making, guiding behavior etc., (2) long term memory that can stock data for a long period.
Cognitive load is the quantity of working memory in use. There is another notion called “long term working memory” that is a set of rescue of parts of long term memory enabling continuous access to data required for daily activities [2]. Cognitive load is the basis of problem solving and learning [3].
Now comes the question, why do we need to measure cognitive load? Cognitive load is associated with learning new things whether be it a study matter or a new skill. So, to design a lesson plan it is important to understand how can a learner learn or memorize it easily and quickly where the measurement of cognitive load comes handy. The constructions and roles of human cognitive built have been used to develop a range of instructional means aiming for the reduction of load of working memory in learners and encouragement of diagram construction [4]. Furthermore, there are many other purposes of measuring cognitive load, such as, to know how a disease (neurodegenerative diseases, carcinomas etc.) or it’s treatment (chemotherapy, radiotherapy, immunotherapy etc.) affects human cognition. This measurement is also very important for different researches including age related cognitive declines, learning task performances and multiple document handling [5], Designing navigation aid for blind people [6] etc.
Researchers formulated many ways of measuring cognitive load such as subjective scales, task-invoked pupillary response [7, 8], EEG signals [9], fMRI etc. Distraction causes increase in cognitive load [10].
Subjective scales vary with varying perception in different individuals; thus, such scales are less reliable. Again, pupillary responses is equivalent to a range of events requiring psychological efforts which may be perceptual, cognitive and/or response related, thus it is not indicative of cognitive load being linked to task performance [11]. EEG and fMRI give more precise results regarding cognitive load related to task performance although they are expensive and complicated to operate. Compared to fMRI, EEG is easier to perform and read as various software are available now for EEG interpretation.
In this chapter Measurement of cognitive load based on EEG signals is discussed taking references from a study of learning processes of visually impaired people (VIP) while navigating through unfamiliar indoor environment using EEG signal [12].
First, we review the prior research in the area of cognitive load measurement using EEG signals. Much work has been devoted in this area by extracting various features from EEG signals and then machine learning approaches have been applied to quantify cognitive load over years.
Fraser et al. [13] argued that intrinsic cognitive load needs to be adjusted to level of the apprentice, extraneous cognitive load needs to be abridged, and germane load needs to be augmented until the boundaries of working memory are not exceeded.
Gevins et al. [14] studied cortical activity throughout working memory tasks and found that a sluggish (low-frequency), parieto-central, alpha signal lessened as working memory load amplified.
Anderson et al. [15] designed user study performance based on measurement of cognitive load using EEG signals and these trials are used for quantitative evaluation the efficiency of visualizations.
Chandra et al. [16] extracted different features such as root mean square value, sub band energy, power spectral density, and engagement index and then used neural network for classification of the workload.
Kumar et al. [17] postulated that the cognitive load is possible to be quantified by measuring alpha and beta band events in the frontal, temporal and front-central regions of the cortex of cerebellum.
Antonenko et al. [9] computed Event-related desynchronization (ERD)/event-related synchronization (ERS) principles for individual partaker’s alpha and theta rhythms under respective experimental conditions. Results illustrated that attainment of abstract and physical knowledge was meaningfully better in the lead-facilitated hypertext state.
Fournier et al. [18] illustrated that alpha ERD is insensitive to various workload weights in multi-task situations, it is operative in measuring variances in processing difficulties in the solitary interactive mission condition. Moreover, theta ERS is insensitive to workload and exercising the interactive of multiple task condition.
Klimesch et al. [19] illustrated the volume of power of theta and alpha frequency range in EEG is certainly associated with cognitive performance and memory in specific, if a binary dissociation amid absolute and event-related fluctuations in alpha and theta wave is considered.
Ryu et al. [20] established technique based on several functional indices for evaluating the mental load all through arithmetic and tracking tasks. The suppression of alpha delivered appropriate data to deduce exertions for math task, but not in case of tracking task. On the other hand, blink intermission and heart rate variability allowed comprehensive readings about workload during tracking task, but not in case of arithmetic task.
Roy et al. [21] evaluated psychological exhaustion, ascending from mounting time-on-task (TOT), can pointedly affect the dispersal of the band power features. They exposed contradictory variations in alpha power spreading between Workload (WKL) and TOT settings, and reduction in WKL level discriminability by means of growing TOT in both figure of statistical alterations in band power and cataloguing act.
Krigolson et al. [22] demonstrated that bigger cognitive load lessens the functional efficiency of a recompence processing structure inside human medial–frontal cortex.
The performance of the quantification of cognitive load using EEG in real time seems to be more challenging due to diverse factors such as different environments, age, sex, social status, therefore, more research will be conducted.
In this section EEG system, event related synchronization/event related desynchronization (ERS/ERD), as well as different bands from EEG signals are discussed.
The foremost International EEG assembly was held in 1947 when it recognized that standard electrodes appointment technique is required for the EEG recording [23]. This recognition resulted in the introduction of 10–20 electrode structure by H.H. Jasper in 1958. In this 10–20 system, 21 electrodes are placed utilizing the scalp size conferring to the external landmarks on cranium and their locations at distance of 10% and 20% of measurement of coronal, sagittal and circumference arcs from the nasion to inion. Electrodes are marked for identification according to their relative site on scalp. For instance, F, T, C, P and O represents frontal, temporal, central, parietal, and occipital lobes successively. Odd figures mean the electrodes of left side while even figures mean the right-sided ones, whereas the ground electrode is positioned at a unbiased site of the head such as midline of forehead. The two reference electrodes namely A1 and A2 are sited in dynamic zone (ear lobes) on left and right side respectively. The 10–10 system or International 10–20 system is an globally recognized technique for relating and localizing scalp electrodes in the context of EEG based experiments, which was established to guarantee standardized duplicability so that subjective researches as well as subjects could be compared to each other over time. This scheme is founded on the basis of association amid the position of an electrode and its underlying region of cerebral cortex. As for the designation of the scheme, the “10” and “20” actually refer to the real distances among adjacent electrodes which are either 10% or 20% of the entire front–back or right–left dimension of the skull. The 10–10 system, also acknowledged as the 10% system, is not only presented but also recommended by the standard of the American Electroencephalographic Society and the International Federation of Societies for Electroencephalography and Clinical Neurophysiology [23] where electrodes’ situation occur at interval of 10% of measured coronal, sagittal and circumference arcs amid the two points explicitly nasion and inion. The other stretched variety that is 10–5 system allows more than 300 electrodes to be placed [24]. Intracranial source of EEG signals is applied to facilitate the high-density EEG applications.
Cognitive load theory (CLT) refers to a hypothetical agenda which is founded upon human reasoning construction of long-term and short term (working memory) built [25]. CLT is a theory about information processing that relates working memory manacles to the effectiveness of instruction. Learning procedure is performed in the working memory which has restricted in both terms of capacity and duration as it can hold only upto 7 ± 2 portions of data at a specified time while novel data can be stored within about 15 to 30 seconds [26]. There are the three commonest categories of cognitive load, specifically intrinsic, extraneous and germane and these are defined by present CLT [27]. Intrinsic load is mainly imposed according to the intrinsic intricacy of the mission, while extraneous and germane loads are forced in accordance with the methods by which things are needed to be learnt. Event-related synchronization and desynchronization (ERSD) are measured to estimate the experimental participants’ cognitive load. Antonenko et al. [9] demonstrated that the alpha band power is augmented in event-related synchronization (ERS) and diminished in event-related desynchronization (ERD) of the task interlude by means of baseline intermission. Hence, cognitive index (CI) of ERSD is designed via the following equation:
where
In typical scenarios, the breadth of clinical EEG signals is from 10 to 100 μv as the frequency ranges from 1 to 100 Hz. EEG signal is catagorized into five broad rhythmic categories conferring to their frequency bands as clarified underneath:
Delta waves (δ): The frequency range is below 4 Hz with amplitude ranging from 20–200 μv. It arises at the time of deep sleep, infancy and grave organic brain disorders (He, 2013). It is documented from posterior brain in children and from front brain in grown-ups.
Theta waves (θ): The frequency ranges from 4 to 7 Hz as it is prominent in situations like sleep, psychological strain, and awakening in case of both children and grownups. It can be documented from both temporal and parietal regions of the scalp with an breadth ranging from 5–10 μv (He, 2013).
Alpha waves (α): It is periodic wave that is found in fit grownups during wakefulness, relaxation with eyes kept closed. Its frequency ranges from 8 to 13 Hz with usual voltage array of about 20–200 μv. It disappears during disease conditions like coma or normally in sleep.
Beta waves (β): Its frequency ranges from 13–30 Hz, although their breadths are lesser, ranging from 5–10 μv. It surfaces in situations like excessive excitement of the central nervous system when upsurge in alertness and watchfulness occur. It substitutes the alpha wave if cognitive damage ensues for any reason. It can be recorded placing electrodes on parietal and frontal regions of the scalp.
Gamma waves (γ): Frequency of gamma waves arrays from 30 to 100 Hz. It can be documented from the somatosensory cortex in instances of cross model sensory processing, short term memory processing to identify objects, sounds, palpable sensation and in some pathologies including cognitive deterioration, mainly when it relates to the θ band.
Measurement of cognitive load is typically consisting bands extraction, features extraction, calculation of ERS/ERD, and classification (see in Figure 1).
Basic diagram for cognitive load measurement using EEG signals and machine learning approach.
Nine VIPs with different degree of vision lose partaken this experiment wandering through a complex route of the University building which included students’ units, class rooms, reading rooms, a book store and two restaurants [6]. The route was about 200 meters in length whereas the walking distance was roughly 5 minutes. Various environmental condition such as door, elevator, moving people and object, open and narrow space, as well as stairs were considered.
The study got its approval from the National Bioethics Committee of Iceland and data set was anonymized prior to analysis. The data set comprises of EEG recordings from nine healthy VIPs (6 female; average duration of visual damage = 30 yrs., range = 2–52 yrs) with different degrees of eyesight loss (see Table 1) as they strolled separately through a multifaceted course in an educational institute. The participants were asked to abstain from smoking, consuming coffee and sugar roughly 1 hour before the initiation of the experiment. The partakers were instructed to walk through the charted route thrice (i.e. trial 1, trial 2, and trial 3) as drills. Directions were provided for the first time only (i.e. trial 1) to aid the VIPs acquaint with the course. They were also prohibited from needless head activities and hand movements. They also asked to avoid using their O&M instructor except in case of emergencies.
Brain Location | Sensitivity | Specificity | Accuracy |
---|---|---|---|
Entire Brain | 58.37 | 76.23 | 73.08 |
Left hemisphere | 56.44 | 74.32 | 72.31 |
Right hemisphere | 54.72 | 73.64 | 71.45 |
Left hemisphere and frontal lobe | 56.98 | 72.61 | 71.64 |
Right hemisphere and frontal lobe | 55.46 | 72.25 | 71.45 |
Left hemisphere and theta and alpha bands | 70.11 | 71.35 | 70.65 |
Right hemisphere and theta and alpha bands | 56.15 | 72.20 | 71.29 |
Calculate performance using signal processing feature and machine learning approach for cognitive load measurement in the indoor environment based different band from EEG signals.
EEG data was attained by the Emotiv EPOC+ system which is a portable headset containing 16 dry electrodes with 128 Hz sampling rate registering capacity over the 10–20 system locations specifically AF3, F7, F3, FC5, T7, P7, O1, O2, P8, T8, FC6, F4, F8, AF4, GYROX and GYROY (i.e. information about how the head accelerates during leaning sessions according to x-axis and y-axis, respectively). This system encompasses a sum of interior signal training phases. Analogue signals are at first filtered by high-pass filter with a 0.16 Hz cut-off, pre-amplified, then low-pass filtered with a 83 Hz cut-off, and tried at 2048 Hz. Digital signals are subsequently notch-filtered at 50/60 Hz and down-sampled to 128 Hz before broadcast. The EEG signal of each participant are firstly smothered by his own base signal and then bandpass butter worth filter is used on the signal for mining of gamma (30–60 Hz), beta (13–30 Hz), alpha (7–13 Hz), theta (4–7 Hz), and delta (0.5–4 Hz) bands respectively.
Different bands like gamma, beta, alpha, theta, and delta are extracted to get appropriate features. The power of alpha band is grown in event-related activation and declined in event-related deactivation considering task interval with baseline interval [7].
Features extract play an important role for detection of cognitive load based on EEG signals. Different feature extraction techniques such as time, frequency, and time-frequency domains are considered for features extraction [28]. To analysis of the cognitive load, we have extracted entropy feature based on frequency domain analysis.
Though alpha band (i.e., 7–13 Hz) power rises in event-related synchronization (ERS) and lessens in event-related desynchronization (ERD) of the task intermission by means of reference line interval. So, alpha band power is used for the labelling of cognitive load based on measurement of cognitive index.
In this section, we discuss classification and cognitive load measurement. Classifier intent to categorize the EEG signals by applying machine learning method. Support vector machine (SVM) is implemented on spatio-temporal feature namely entropy that we extracted using frequency domain analysis. Classification processed revolving cross validation which execute its technique involving the test set and training set of data into complimentary subset and analyze how accurately the predicted model will perform [29]. In our case, we used five-fold cross validation (i.e., N = 5). One set is randomly chosen and reserved for testing and remaining N-1 is used for training and then average the results. Five-fold cross validation is operated upon training set to produce an ideal model of the SVM classifier. N-1 which means 80% of the training set is randomly selected to establish the SVM model and remaining 20% is observed to fit the model.
Entropy features extracted from EEG signals using 16 electrodes and different bands. There performance metrics such as sensitivity, specificity, and accuracy are considered to evaluate and measure the performance [30]. The formulation of sensitivity, specificity, and accuracy are as follows:
where
To observe the measurement of cognitive load, the performance metrices are considered. In the Table 1, the results demonstrated that accuracy is high when considering entire brain compared to consider partial brain locations.
In this study the chief aim of the measurement of cognitive load with emphasis on working memory load was to design a smart motion system for the visually impaired people (VIPs) for their navigation. To achieve this goal an experiment consisting of different phases such as bands extraction, features extraction, labelling of cognitive index using well-established metric, and finally use of the machine learning techniques was conducted to measure cognitive load. The performance of the prediction and/or detection of cognitive load using EEG signals in real time is more challenging, therefore, further research should be conducted for improved performance.
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Everyone must undergo this phase of life at his or her own time and pace. In the broader sense, ageing reflects all the changes taking place over the course of life. These changes start from birth—one grows, develops and attains maturity. To the young, ageing is exciting. Middle age is the time when people notice the age-related changes like greying of hair, wrinkled skin and a fair amount of physical decline. Even the healthiest, aesthetically fit cannot escape these changes. Slow and steady physical impairment and functional disability are noticed resulting in increased dependency in the period of old age. According to World Health Organization, ageing is a course of biological reality which starts at conception and ends with death. It has its own dynamics, much beyond human control. However, this process of ageing is also subject to the constructions by which each society makes sense of old age. 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This is an emerging area of research that is of high relevance to researchers and clinicians interested in body image and appearance concerns.",book:{id:"5925",slug:"perception-of-beauty",title:"Perception of Beauty",fullTitle:"Perception of Beauty"},signatures:"Jennifer S. Mills, Amy Shannon and Jacqueline Hogue",authors:[{id:"202110",title:"Dr.",name:"Jennifer S.",middleName:null,surname:"Mills",slug:"jennifer-s.-mills",fullName:"Jennifer S. Mills"}]},{id:"59227",doi:"10.5772/intechopen.73385",title:"Differentiating Normal Cognitive Aging from Cognitive Impairment No Dementia: A Focus on Constructive and Visuospatial Abilities",slug:"differentiating-normal-cognitive-aging-from-cognitive-impairment-no-dementia-a-focus-on-constructive",totalDownloads:1314,totalCrossrefCites:2,totalDimensionsCites:5,abstract:"Constructive and visuospatial abilities in normal and in pathological aging (cognitive impairment, no dementia, CIND) are investigated. The sample includes 188 participants over 60 years of age, divided in 2 groups: healthy subjects (MMSE ≥28), without cognitive complaints, and individuals with CIND (MMSE between 24 and 27 and subjective cognitive complains). Drawing of cube and drawing of house, Benton Visual Retention Test (BVRT), and Block design are used to test the hypothesis that short visuoconstructive and visuospatial tests can distinguish normal from pathological cognitive aging in its very early stages. Results proved the discriminative sensitivity of BVRT general assessment criteria and of omissions and distortions in CIND. The diagnostic sensitivity of a modification of Moore and Wike [1984] scoring system for house and cube drawing tasks was confirmed as well. Drawing of cube and house could be used for quick screening of CIND in subjects over 60. Principal component analysis with oblimin rotation was performed to explore the different dimensions in the visuospatial and visuoconstructive abilities in old age. A four-factor structure was established, all four factors explaining 71% of the variance.",book:{id:"6381",slug:"gerontology",title:"Gerontology",fullTitle:"Gerontology"},signatures:"Radka Ivanova Massaldjieva",authors:[{id:"75907",title:"Associate Prof.",name:"Radka Ivanova",middleName:null,surname:"Massaldjieva",slug:"radka-ivanova-massaldjieva",fullName:"Radka Ivanova Massaldjieva"}]},{id:"59658",doi:"10.5772/intechopen.74748",title:"Ageing Better in the Netherlands",slug:"ageing-better-in-the-netherlands",totalDownloads:1158,totalCrossrefCites:1,totalDimensionsCites:4,abstract:"The Dutch National Care for the Elderly Programme was an initiative organized by the Netherlands Organisation for Health Research and Development (ZonMw) between 2008 and 2016. The aim of the programme was to collect knowledge about frail elderly, to assess their needs and to provide person-centred and integrated care better suited to their needs. The budget of EUR 88 million was provided by the Dutch Ministry of Health, Welfare and Sports. Putting the needs of elderly people at the heart of the programme and ensuring their active participation were key to the programme’s success. The programme outcomes included the establishment of eight geriatric networks around the medical universities with 650 organisations and the completion of 218 projects. These projects, involving 43,000 elderly people and 8500 central caregivers, resulted in the completion of 45 PhD theses and the publication of more than 400 articles and the development of 300 practice toolkits, one database and a website, www.beteroud.nl. The Dutch National Care for the Elderly Programme has since developed into a movement and continues under the consortium Ageing Better, made up of eight organisations. Through the use of ambassadors, Ageing Better promotes the message that ageing is not a disease but a new phase of life.",book:{id:"6381",slug:"gerontology",title:"Gerontology",fullTitle:"Gerontology"},signatures:"Betty Meyboom-de Jong, Klaske Wynia and Anjo Geluk-Bleumink",authors:[{id:"224997",title:"Emeritus Prof.",name:"Betty",middleName:null,surname:"Meyboom-De Jong",slug:"betty-meyboom-de-jong",fullName:"Betty Meyboom-De Jong"},{id:"232900",title:"Dr.",name:"Klaske",middleName:null,surname:"Wynia",slug:"klaske-wynia",fullName:"Klaske Wynia"},{id:"232901",title:"Mrs.",name:"Anjo",middleName:null,surname:"Geluk-Bleumink",slug:"anjo-geluk-bleumink",fullName:"Anjo Geluk-Bleumink"}]},{id:"60424",doi:"10.5772/intechopen.75435",title:"Characteristics of Hearing in Elderly People",slug:"characteristics-of-hearing-in-elderly-people",totalDownloads:1227,totalCrossrefCites:3,totalDimensionsCites:3,abstract:"The authors define the term presbycusis and discuss the prevalence of hearing loss in elderly people, its etiology, and methods of diagnostics (anamnesis, evaluation of the peripheral and central parts of the hearing system). The authors emphasize that central auditory processing disorder (CAPD) significantly impairs speech perception in elderly people and makes difficult the rehabilitation of patients with presbycusis. The possibility of improving speech intelligibility by using auditory training is considered. Improved functioning of the central auditory pathways in hearing aid (HA) users with moderate to moderately severe chronic sensorineural hearing loss (SNHL) and symptoms of CAPD was shown after the auditory training with the use of two approaches (“bottom-up” and “top-down”). The algorithm of the auditory training was designed based on distinction between nonverbal and verbal stimuli of varying complexity, as well as tasks to improve memory (e.g., memorizing poetry). The benefits of the auditory training in the rehabilitation of HA users with low speech intelligibility were demonstrated. Improvement of speech intelligibility in elderly patients with SNHL proves that plasticity of the auditory regions of the brain remains possible throughout the life. Options of the presbycusis prophylaxis are summarized.",book:{id:"6381",slug:"gerontology",title:"Gerontology",fullTitle:"Gerontology"},signatures:"Maria Boboshko, Ekaterina Zhilinskaya and Natalia Maltseva",authors:[{id:"229552",title:"Dr.",name:"Maria",middleName:null,surname:"Boboshko",slug:"maria-boboshko",fullName:"Maria Boboshko"},{id:"229568",title:"Dr.",name:"Natalia",middleName:null,surname:"Maltseva",slug:"natalia-maltseva",fullName:"Natalia Maltseva"},{id:"232968",title:"Dr.",name:"Ekaterina",middleName:null,surname:"Zhilinskaia",slug:"ekaterina-zhilinskaia",fullName:"Ekaterina Zhilinskaia"}]}],mostDownloadedChaptersLast30Days:[{id:"60564",title:"Ageing Process and Physiological Changes",slug:"ageing-process-and-physiological-changes",totalDownloads:6785,totalCrossrefCites:16,totalDimensionsCites:29,abstract:"Ageing is a natural process. Everyone must undergo this phase of life at his or her own time and pace. In the broader sense, ageing reflects all the changes taking place over the course of life. These changes start from birth—one grows, develops and attains maturity. To the young, ageing is exciting. Middle age is the time when people notice the age-related changes like greying of hair, wrinkled skin and a fair amount of physical decline. Even the healthiest, aesthetically fit cannot escape these changes. Slow and steady physical impairment and functional disability are noticed resulting in increased dependency in the period of old age. According to World Health Organization, ageing is a course of biological reality which starts at conception and ends with death. It has its own dynamics, much beyond human control. However, this process of ageing is also subject to the constructions by which each society makes sense of old age. In most of the developed countries, the age of 60 is considered equivalent to retirement age and it is said to be the beginning of old age. In this chapter, you understand the details of ageing processes and associated physiological changes.",book:{id:"6381",slug:"gerontology",title:"Gerontology",fullTitle:"Gerontology"},signatures:"Shilpa Amarya, Kalyani Singh and Manisha Sabharwal",authors:[{id:"226573",title:"Ph.D.",name:"Shilpa",middleName:null,surname:"Amarya",slug:"shilpa-amarya",fullName:"Shilpa Amarya"},{id:"226593",title:"Dr.",name:"Kalyani",middleName:null,surname:"Singh",slug:"kalyani-singh",fullName:"Kalyani Singh"},{id:"243264",title:"Dr.",name:"Manisha",middleName:null,surname:"Sabharwal",slug:"manisha-sabharwal",fullName:"Manisha Sabharwal"}]},{id:"55388",title:"Beauty, Body Image, and the Media",slug:"beauty-body-image-and-the-media",totalDownloads:7605,totalCrossrefCites:5,totalDimensionsCites:12,abstract:"This chapter analyses the role of the mass media in people’s perceptions of beauty. We summarize the research literature on the mass media, both traditional media and online social media, and how they appear to interact with psychological factors to impact appearance concerns and body image disturbances. There is a strong support for the idea that traditional forms of media (e.g. magazines and music videos) affect perceptions of beauty and appearance concerns by leading women to internalize a very slender body type as ideal or beautiful. Rather than simply being passive recipients of unrealistic beauty ideals communicated to them via the media, a great number of individuals actually seek out idealized images in the media. Finally, we review what is known about the role of social media in impacting society’s perception of beauty and notions of idealized physical forms. Social media are more interactive than traditional media and the effects of self‐presentation strategies on perceptions of beauty have just begun to be studied. This is an emerging area of research that is of high relevance to researchers and clinicians interested in body image and appearance concerns.",book:{id:"5925",slug:"perception-of-beauty",title:"Perception of Beauty",fullTitle:"Perception of Beauty"},signatures:"Jennifer S. Mills, Amy Shannon and Jacqueline Hogue",authors:[{id:"202110",title:"Dr.",name:"Jennifer S.",middleName:null,surname:"Mills",slug:"jennifer-s.-mills",fullName:"Jennifer S. Mills"}]},{id:"56505",title:"Aesthetics of the Naked Human Body: From Pornography (Sexualised Lust Object) to Iconography (Aesthetics of Human Nobility and Wisdom) in an Anthropology of Physical Beauty",slug:"aesthetics-of-the-naked-human-body-from-pornography-sexualised-lust-object-to-iconography-aesthetics",totalDownloads:2053,totalCrossrefCites:0,totalDimensionsCites:0,abstract:"In many religious circles and philosophies of life, the human body is excluded from the realm of spirituality and meaning. Due to a dualistic approach, nudity is viewed as merely a physical and corporeal category. In social media, there is the real danger that the naked human body is exploited for commercial gain. Advertisements often leave the impression that the body, very specifically the genitals, is designed merely for physical desire and corporeal chemistry. They become easily objects for lust, excluded from the beauty of graceful existence and noble courage. It is argued that the naked human body is not designed for pornographic exploitation and promiscuous sensuality but for compassionate intimacy and nurturing care in order to instil a humane dimension in human and sexual encounters. In this regard, antiquity and the Michelangelesque perspective can contribute to a paradigm shift from abusive exploitation to the beauty of vulnerable sensitivity. In order to foster an integrative approach to theory formation in anthropology, the methodology of stereometric thinking is proposed.",book:{id:"5925",slug:"perception-of-beauty",title:"Perception of Beauty",fullTitle:"Perception of Beauty"},signatures:"Daniel J Louw",authors:[{id:"200645",title:"Prof.",name:"Daniel",middleName:"Johannes",surname:"Louw",slug:"daniel-louw",fullName:"Daniel Louw"}]},{id:"56059",title:"A Plastic Surgeon’s Perspective on Stereotyping and the Perception of Beauty",slug:"a-plastic-surgeon-s-perspective-on-stereotyping-and-the-perception-of-beauty",totalDownloads:1866,totalCrossrefCites:0,totalDimensionsCites:0,abstract:"In the world of plastic surgery, misconceptions may lead to irrational requests or outcomes not appreciated by patients. Those who manage aesthetics should always listen and recognize the variability of cultural identities, desires, attitudes, anxieties and uncertainties of the patient. Emerging from a diversity of cultures and its transforming trends, the scope of cosmetic surgery and its practice reflect not only the individual’s personality, but also the culture as a whole. When counseling an individual, one has to recognize that even in groups of seemingly identical social or cultural standards; there are subtle differences in expectations. To illustrate the potential for inaccuracy of ethnic profiling in the field of plastic surgery authors quote their own work on Asian subjects and facial beauty and resort to experience of others. To reaffirm their opinion and to exemplify how sometimes “fine” differences in the perception of beauty exist, an original study that evaluates the preferences among selected groups of Latina women in respect to buttock aesthetics has been included. This dissertation will focus on how cultural factors influence beauty perception; strengthen the fact that beauty is in the eye of the beholder and how variable differences exist even between small subgroups.",book:{id:"5925",slug:"perception-of-beauty",title:"Perception of Beauty",fullTitle:"Perception of Beauty"},signatures:"Johanna D’Agostino and Marek Dobke",authors:[{id:"17590",title:"Dr.",name:"Marek K.",middleName:null,surname:"Dobke",slug:"marek-k.-dobke",fullName:"Marek K. Dobke"},{id:"201244",title:"Dr.",name:"Johanna",middleName:null,surname:"D'Agostino",slug:"johanna-d'agostino",fullName:"Johanna D'Agostino"}]},{id:"55690",title:"Animae Pulchrae: Depiction of Saintly Images in Byzantine Mural Painting",slug:"animae-pulchrae-depiction-of-saintly-images-in-byzantine-mural-painting",totalDownloads:1704,totalCrossrefCites:0,totalDimensionsCites:0,abstract:"This chapter investigates the visual aspects of physical beauty of the saintly images depicted within the painterly ensembles of Byzantine art in the period between sixth and fifteenth centuries. It also examines the processes of transposition of beauty as a religious and ideological notion into the visual sphere of its iconographic and aesthetic significance. During the millennium of development of Byzantine mural painting, the different categories of saints have evolved in assemblies of respectable and influential characters with whom the believers could communicate through silent prayers, as well as through their own self-comparison. In that process of ideological interaction between the faithful and the saints as the “constitutional members” of the painted microcosmos of Christian temples, the physical appearance of the saintly images was, by all means, a strong argument in the religious discourse regarding their role in the mission for salvation of humanity. In that regard, each saintly category has received different visual concept of aesthetic values related to their specific physical attraction. Hence, different saintly categories have acquired different aesthetic codes for visual configuration of beauty in the structural design of their iconographic appearance throughout the era of Byzantine artistic production.",book:{id:"5925",slug:"perception-of-beauty",title:"Perception of Beauty",fullTitle:"Perception of Beauty"},signatures:"Elizabeta Dimitrova",authors:[{id:"201062",title:"Distinguished Prof.",name:"Elizabeta",middleName:null,surname:"Dimitrova",slug:"elizabeta-dimitrova",fullName:"Elizabeta Dimitrova"}]}],onlineFirstChaptersFilter:{topicId:"1241",limit:6,offset:0},onlineFirstChaptersCollection:[],onlineFirstChaptersTotal:0},preDownload:{success:null,errors:{}},subscriptionForm:{success:null,errors:{}},aboutIntechopen:{},privacyPolicy:{},peerReviewing:{},howOpenAccessPublishingWithIntechopenWorks:{},sponsorshipBooks:{sponsorshipBooks:[],offset:0,limit:8,total:null},allSeries:{pteSeriesList:[{id:"14",title:"Artificial Intelligence",numberOfPublishedBooks:9,numberOfPublishedChapters:87,numberOfOpenTopics:6,numberOfUpcomingTopics:0,issn:"2633-1403",doi:"10.5772/intechopen.79920",isOpenForSubmission:!0},{id:"7",title:"Biomedical Engineering",numberOfPublishedBooks:12,numberOfPublishedChapters:98,numberOfOpenTopics:3,numberOfUpcomingTopics:0,issn:"2631-5343",doi:"10.5772/intechopen.71985",isOpenForSubmission:!0}],lsSeriesList:[{id:"11",title:"Biochemistry",numberOfPublishedBooks:27,numberOfPublishedChapters:287,numberOfOpenTopics:4,numberOfUpcomingTopics:0,issn:"2632-0983",doi:"10.5772/intechopen.72877",isOpenForSubmission:!0},{id:"25",title:"Environmental Sciences",numberOfPublishedBooks:1,numberOfPublishedChapters:9,numberOfOpenTopics:4,numberOfUpcomingTopics:0,issn:"2754-6713",doi:"10.5772/intechopen.100362",isOpenForSubmission:!0},{id:"10",title:"Physiology",numberOfPublishedBooks:11,numberOfPublishedChapters:139,numberOfOpenTopics:4,numberOfUpcomingTopics:0,issn:"2631-8261",doi:"10.5772/intechopen.72796",isOpenForSubmission:!0}],hsSeriesList:[{id:"3",title:"Dentistry",numberOfPublishedBooks:8,numberOfPublishedChapters:129,numberOfOpenTopics:0,numberOfUpcomingTopics:2,issn:"2631-6218",doi:"10.5772/intechopen.71199",isOpenForSubmission:!1},{id:"6",title:"Infectious Diseases",numberOfPublishedBooks:13,numberOfPublishedChapters:106,numberOfOpenTopics:3,numberOfUpcomingTopics:1,issn:"2631-6188",doi:"10.5772/intechopen.71852",isOpenForSubmission:!0},{id:"13",title:"Veterinary Medicine and Science",numberOfPublishedBooks:10,numberOfPublishedChapters:103,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:12,numberOfOpenTopics:2,numberOfUpcomingTopics:1,issn:null,doi:"10.5772/intechopen.100359",isOpenForSubmission:!0},{id:"23",title:"Education and Human Development",numberOfPublishedBooks:0,numberOfPublishedChapters:0,numberOfOpenTopics:2,numberOfUpcomingTopics:0,issn:null,doi:"10.5772/intechopen.100360",isOpenForSubmission:!1},{id:"24",title:"Sustainable Development",numberOfPublishedBooks:0,numberOfPublishedChapters:9,numberOfOpenTopics:4,numberOfUpcomingTopics:1,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:"May 18th, 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:10,paginationItems:[{id:"22",title:"Applied Intelligence",coverUrl:"https://cdn.intechopen.com/series_topics/covers/22.jpg",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,editorialBoard:[{id:"13633",title:"Prof.",name:"Abdelhamid",middleName:null,surname:"Mellouk",slug:"abdelhamid-mellouk",fullName:"Abdelhamid Mellouk",profilePictureURL:"https://mts.intechopen.com/storage/users/13633/images/1567_n.jpg",institutionString:null,institution:{name:"Paris 12 Val de Marne University",institutionURL:null,country:{name:"France"}}},{id:"109268",title:"Dr.",name:"Ali",middleName:null,surname:"Al-Ataby",slug:"ali-al-ataby",fullName:"Ali Al-Ataby",profilePictureURL:"https://mts.intechopen.com/storage/users/109268/images/7410_n.jpg",institutionString:null,institution:{name:"University of Liverpool",institutionURL:null,country:{name:"United Kingdom"}}},{id:"3807",title:"Dr.",name:"Carmelo",middleName:"Jose Albanez",surname:"Bastos-Filho",slug:"carmelo-bastos-filho",fullName:"Carmelo Bastos-Filho",profilePictureURL:"https://mts.intechopen.com/storage/users/3807/images/624_n.jpg",institutionString:null,institution:{name:"Universidade de Pernambuco",institutionURL:null,country:{name:"Brazil"}}},{id:"38850",title:"Dr.",name:"Efren",middleName:null,surname:"Gorrostieta Hurtado",slug:"efren-gorrostieta-hurtado",fullName:"Efren Gorrostieta Hurtado",profilePictureURL:"https://mts.intechopen.com/storage/users/38850/images/system/38850.jpg",institutionString:null,institution:{name:"Autonomous University of Queretaro",institutionURL:null,country:{name:"Mexico"}}},{id:"239041",title:"Prof.",name:"Yang",middleName:null,surname:"Yi",slug:"yang-yi",fullName:"Yang Yi",profilePictureURL:"https://mts.intechopen.com/storage/users/239041/images/system/239041.jpeg",institutionString:"Virginia Tech",institution:{name:"Virginia Tech",institutionURL:null,country:{name:"United States of America"}}}]},{id:"23",title:"Computational Neuroscience",coverUrl:"https://cdn.intechopen.com/series_topics/covers/23.jpg",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,editorialBoard:[{id:"13818",title:"Dr.",name:"Asim",middleName:null,surname:"Bhatti",slug:"asim-bhatti",fullName:"Asim Bhatti",profilePictureURL:"https://mts.intechopen.com/storage/users/13818/images/system/13818.jpg",institutionString:null,institution:{name:"Deakin University",institutionURL:null,country:{name:"Australia"}}},{id:"151889",title:"Dr.",name:"Joao Luis Garcia",middleName:null,surname:"Rosa",slug:"joao-luis-garcia-rosa",fullName:"Joao Luis Garcia Rosa",profilePictureURL:"https://mts.intechopen.com/storage/users/151889/images/4861_n.jpg",institutionString:null,institution:{name:"University of Sao Paulo",institutionURL:null,country:{name:"Brazil"}}},{id:"103779",title:"Prof.",name:"Yalcin",middleName:null,surname:"Isler",slug:"yalcin-isler",fullName:"Yalcin 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