Outage probability of FSO-TH and TH hybrid FSO/mmW vs. average SNR over G-G atmospheric channel.
\\n\\n
These books synthesize perspectives of renowned scientists from the world’s most prestigious institutions - from Fukushima Renewable Energy Institute in Japan to Stanford University in the United States, including Columbia University (US), University of Sidney (AU), University of Miami (USA), Cardiff University (UK), and many others.
\\n\\nThis collaboration embodied the true essence of Open Access by simplifying the approach to OA publishing for Academic editors and authors who contributed their research and allowed the new research to be made available free and open to anyone anywhere in the world.
\\n\\nTo celebrate the 50 books published, we have gathered them at one location - just one click away, so that you can easily browse the subjects of your interest, download the content directly, share it or read online.
\\n\\n\\n\\n\\n"}]',published:!0,mainMedia:null},components:[{type:"htmlEditorComponent",content:'
IntechOpen and Knowledge Unlatched formed a partnership to support researchers working in engineering sciences by enabling an easier approach to publishing Open Access content. Using the Knowledge Unlatched crowdfunding model to raise the publishing costs through libraries around the world, Open Access Publishing Fee (OAPF) was not required from the authors.
\n\nInitially, the partnership supported engineering research, but it soon grew to include physical and life sciences, attracting more researchers to the advantages of Open Access publishing.
\n\n\n\nThese books synthesize perspectives of renowned scientists from the world’s most prestigious institutions - from Fukushima Renewable Energy Institute in Japan to Stanford University in the United States, including Columbia University (US), University of Sidney (AU), University of Miami (USA), Cardiff University (UK), and many others.
\n\nThis collaboration embodied the true essence of Open Access by simplifying the approach to OA publishing for Academic editors and authors who contributed their research and allowed the new research to be made available free and open to anyone anywhere in the world.
\n\nTo celebrate the 50 books published, we have gathered them at one location - just one click away, so that you can easily browse the subjects of your interest, download the content directly, share it or read online.
\n\n\n\n\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:"7701",leadTitle:null,fullTitle:"Assistive and Rehabilitation Engineering",title:"Assistive and Rehabilitation Engineering",subtitle:null,reviewType:"peer-reviewed",abstract:"Rehabilitation enables people with sensorimotor and cognitive disabilities to regain functions and autonomy. However, over the past few years, there has been a reduction in healthcare providers to assist patients. Fortunately, this decline has been accompanied by an increase in technological applications to support health systems. This new paradigm brings promising perspectives but raises questions regarding the therapy assisted by computers. To address these issues, this book intends to clarify the multidisciplinary aspects of medical engineering. The volume covers studies on the technical challenges in and barriers to the development of efficient rehabilitation and assistive technologies. It also provides a comprehensive approach to the recent advances in tele-health as a complementary medium to support the recovery process and to enhance patients' empowerment.",isbn:"978-1-78923-884-6",printIsbn:"978-1-78923-883-9",pdfIsbn:"978-1-78984-526-6",doi:"10.5772/intechopen.77514",price:119,priceEur:129,priceUsd:155,slug:"assistive-and-rehabilitation-engineering",numberOfPages:204,isOpenForSubmission:!1,isInWos:null,isInBkci:!1,hash:"4191b744b8af3b17d9a80026dcb0617f",bookSignature:"Yves Rybarczyk",publishedDate:"December 4th 2019",coverURL:"https://cdn.intechopen.com/books/images_new/7701.jpg",numberOfDownloads:8836,numberOfWosCitations:5,numberOfCrossrefCitations:12,numberOfCrossrefCitationsByBook:0,numberOfDimensionsCitations:14,numberOfDimensionsCitationsByBook:0,hasAltmetrics:1,numberOfTotalCitations:31,isAvailableForWebshopOrdering:!0,dateEndFirstStepPublish:"September 4th 2018",dateEndSecondStepPublish:"October 16th 2018",dateEndThirdStepPublish:"December 15th 2018",dateEndFourthStepPublish:"March 5th 2019",dateEndFifthStepPublish:"May 4th 2019",currentStepOfPublishingProcess:5,indexedIn:"1,2,3,4,5,6",editedByType:"Edited by",kuFlag:!1,featuredMarkup:null,editors:[{id:"72920",title:"Prof.",name:"Yves",middleName:"Philippe",surname:"Rybarczyk",slug:"yves-rybarczyk",fullName:"Yves Rybarczyk",profilePictureURL:"https://mts.intechopen.com/storage/users/72920/images/system/72920.jpeg",biography:"Yves Rybarczyk holds a Ph.D. in robotics from the University of Evry, France. His teaching and research activities focus on artificial intelligence and human-machine interaction. He was an Assistant Professor at the Nova University of Lisbon between 2007 and 2015. Then, he moved to South America where he held the position of Associate Professor and Head of the Intelligent & Interactive Systems Lab at the Universidad de Las Américas, until 2019. Currently, he is a Full Professor and Director of the doctoral program in microdata analysis at the Dalarna University, Sweden. He has participated in several projects on the modeling and development of complex and interactive systems. He is the author of over 100 scientific publications. Prof. Rybarczyk is a member of the steering committee of the International Summer Workshops on Multimodal Interfaces and an associate editor for both journals Frontiers in Computer Science and Frontiers in Psychology.",institutionString:"Dalarna University, Faculty of Data and Information Sciences",position:null,outsideEditionCount:0,totalCites:0,totalAuthoredChapters:"4",totalChapterViews:"0",totalEditedBooks:"2",institution:{name:"Dalarna University",institutionURL:null,country:{name:"Sweden"}}}],equalEditorOne:null,equalEditorTwo:null,equalEditorThree:null,coeditorOne:null,coeditorTwo:null,coeditorThree:null,coeditorFour:null,coeditorFive:null,topics:[{id:"197",title:"Physical Medicine and Rehabilitation",slug:"physical-medicine-and-rehabilitation"}],chapters:[{id:"67341",title:"Introductory Chapter: Transdisciplinary Considerations on Assistive and Rehabilitation Systems",doi:"10.5772/intechopen.86590",slug:"introductory-chapter-transdisciplinary-considerations-on-assistive-and-rehabilitation-systems",totalDownloads:699,totalCrossrefCites:0,totalDimensionsCites:0,hasAltmetrics:0,abstract:null,signatures:"Yves Rybarczyk",downloadPdfUrl:"/chapter/pdf-download/67341",previewPdfUrl:"/chapter/pdf-preview/67341",authors:[{id:"72920",title:"Prof.",name:"Yves",surname:"Rybarczyk",slug:"yves-rybarczyk",fullName:"Yves Rybarczyk"}],corrections:null},{id:"67536",title:"Toward a Design of a Telerehabilitation Program for the Functional Recovery in Post-Hip Arthroplasty Patients",doi:"10.5772/intechopen.85768",slug:"toward-a-design-of-a-telerehabilitation-program-for-the-functional-recovery-in-post-hip-arthroplasty",totalDownloads:970,totalCrossrefCites:0,totalDimensionsCites:0,hasAltmetrics:1,abstract:"Telerehabilitation uses new information and communication technologies as an instrument to ensure a distant rehabilitation service. Patients who underwent hip replacement surgery are an excellent case study for the application of this technology. Post-surgical rehabilitation guidelines for hip arthroplasty are well known, and the correct application has a positive effect on the patients’ prognosis. However, there are no complementary guidelines for physical therapy that could be used at a distance by patients through a computer platform. This chapter presents a systematic review about conventional physical therapy programs for hip arthroplasty. Based on this review, we proposed therapeutic exercises adapted to a low cost web-platform. In order to reach this objective we will present a brief review of the total hip arthroplasty, telemedicine, telerehabilitation and conventional physical therapy approaches.",signatures:"Wilmer Esparza, Arian Ramón Aladro-Gonzalvo, Jonathan Baldeon and Sophia Ortiz",downloadPdfUrl:"/chapter/pdf-download/67536",previewPdfUrl:"/chapter/pdf-preview/67536",authors:[{id:"277707",title:"Ph.D.",name:"Wilmer",surname:"Esparza",slug:"wilmer-esparza",fullName:"Wilmer Esparza"},{id:"296218",title:"MSc.",name:"Arian Ramón",surname:"Aladro-Gonzalvo",slug:"arian-ramon-aladro-gonzalvo",fullName:"Arian Ramón Aladro-Gonzalvo"},{id:"296219",title:"BSc.",name:"Jonathan",surname:"Baldeon",slug:"jonathan-baldeon",fullName:"Jonathan Baldeon"},{id:"296220",title:"BSc.",name:"Sophia",surname:"Ortiz",slug:"sophia-ortiz",fullName:"Sophia Ortiz"}],corrections:null},{id:"66720",title:"A Systematic Review of Usability and Accessibility in Tele-Rehabilitation Systems",doi:"10.5772/intechopen.85869",slug:"a-systematic-review-of-usability-and-accessibility-in-tele-rehabilitation-systems",totalDownloads:1146,totalCrossrefCites:2,totalDimensionsCites:3,hasAltmetrics:1,abstract:"The appropriate development of tele-rehabilitation platforms requires the involvement and iterative assessments of potential users and experts in usability. Usability consists of measuring the degree to which an interactive system can be used by specified final users to achieve quantified objectives with effectiveness, efficiency, and satisfaction in a quantified context of use. Usability studies need to be complemented by an accessibility assessment. Accessibility indicates how easy it is for a person to access any content, regardless of their physical, educational, social, psychological, or cultural conditions. This chapter intends to conduct a systematic review of the literature on usability and accessibility in tele-rehabilitation platforms carried out through the PRISMA method. To do so, we searched in ACM, IEEE Xplore, Google Scholar, and Scopus databases for the most relevant papers of the last decade. The main result of the usability shows that the user experience predominates over the heuristic studies, and the usability questionnaire most used in user experience is the SUS. The main result of the accessibility reveals that the topic is only marginally studied. In addition, it is observed that Web applications do not apply the physical and cognitive accessibility standards defined by the WCAG 2.1.",signatures:"Jorge Luis Pérez Medina, Patricia Acosta-Vargas and Yves Rybarczyk",downloadPdfUrl:"/chapter/pdf-download/66720",previewPdfUrl:"/chapter/pdf-preview/66720",authors:[{id:"255870",title:"Dr.",name:"Yves",surname:"Rybarczyk",slug:"yves-rybarczyk",fullName:"Yves Rybarczyk"},{id:"275889",title:"Dr.",name:"Jorge Luis",surname:"Pérez Medina",slug:"jorge-luis-perez-medina",fullName:"Jorge Luis Pérez Medina"},{id:"275895",title:"MSc.",name:"Patricia",surname:"Acosta-Vargas",slug:"patricia-acosta-vargas",fullName:"Patricia Acosta-Vargas"}],corrections:null},{id:"69866",title:"Dual Loop Theory: Eidetic Feedback Control and Predictive Feedback Control",doi:"10.5772/intechopen.89681",slug:"dual-loop-theory-eidetic-feedback-control-and-predictive-feedback-control",totalDownloads:710,totalCrossrefCites:0,totalDimensionsCites:0,hasAltmetrics:0,abstract:"We have been studying on human information processing and finding out two types of feedback loop, positive and negative which are used when people understand a sentence. Former one is eidetic feedback control by visual sensory organs with encoding short-term memory (STM). Latter one is predictive feedback control by phonological imagery and schema, which help recall and reconstruction or reformation of concepts concerning with long term memory (LTM). Moreover, those strategies might be related to their behavior or attitudes. We have hypotheses that there are individual differences depending on strategies how two loops are used. Those findings must lead coordinating transformation and learning control for AI doctor or care assistive robots, which are required to interact with various types of people so that they can predict their behavior and attitudes through feedforward control.",signatures:"Keiko Tsujioka",downloadPdfUrl:"/chapter/pdf-download/69866",previewPdfUrl:"/chapter/pdf-preview/69866",authors:[{id:"276365",title:"M.A.",name:"Keiko",surname:"Tsujioka",slug:"keiko-tsujioka",fullName:"Keiko Tsujioka"}],corrections:null},{id:"65497",title:"Technical Contributions to the Quality of Telerehabilitation Platforms: Case Study—ePHoRt Project",doi:"10.5772/intechopen.83686",slug:"technical-contributions-to-the-quality-of-telerehabilitation-platforms-case-study-ephort-project",totalDownloads:954,totalCrossrefCites:4,totalDimensionsCites:4,hasAltmetrics:1,abstract:"This chapter proposes three main technical contributions for the development of a telerehabilitation platform, named ePHoRT, for patients recovering from hip surgery. The first contribution is the application of a diffuse 3D model for the detection of rehabilitation exercises after hip surgery. The model applies fuzzy logic, which allows identifying in real time if a patient is performing a right or wrong movement, assisted by an avatar in 3D. The avatar copies the movements of the patient through a Kinect camera. The second contribution involves the proposal of an iterative method to improve the usability of telerehabilitation platforms along the development life cycle. The proposed method involves the use of an inspection method and includes protocols and instruments. This method has been validated in the ePHoRT project. Finally, the chapter describes accessibility guidelines for educational resources. It proposes accessibility standards for the content of educational resources in video and PDF formats in the telerehabilitation platform according to the Web Content Accessibility Guidelines (WCAG).",signatures:"Patricia Acosta-Vargas, Janio Jadán-Guerrero, Cesar Guevara, Sandra Sanchez-Gordon and Tania Calle-Jimenez",downloadPdfUrl:"/chapter/pdf-download/65497",previewPdfUrl:"/chapter/pdf-preview/65497",authors:[{id:"275895",title:"MSc.",name:"Patricia",surname:"Acosta-Vargas",slug:"patricia-acosta-vargas",fullName:"Patricia Acosta-Vargas"},{id:"273592",title:"Dr.",name:"Sandra",surname:"Sanchez-Gordon",slug:"sandra-sanchez-gordon",fullName:"Sandra Sanchez-Gordon"},{id:"276197",title:"Dr.",name:"Tania",surname:"Calle-Jimenez",slug:"tania-calle-jimenez",fullName:"Tania Calle-Jimenez"},{id:"276198",title:"Dr.",name:"Janio",surname:"Jadán-Guerrero",slug:"janio-jadan-guerrero",fullName:"Janio Jadán-Guerrero"},{id:"276201",title:"Dr.",name:"César",surname:"Guevara",slug:"cesar-guevara",fullName:"César Guevara"}],corrections:null},{id:"66599",title:"MedBike: Virtual Reality for Remote Cardiac Rehabilitation",doi:"10.5772/intechopen.85651",slug:"medbike-virtual-reality-for-remote-cardiac-rehabilitation",totalDownloads:828,totalCrossrefCites:0,totalDimensionsCites:0,hasAltmetrics:0,abstract:"Exercise-based cardiac rehabilitation (exCR) is a key element of a multi-disciplinary cardiac rehabilitation program towards the care of patients with acute or chronic cardiac disease. Many studies have shown that patient’s adherence to these programs is low despite evidence that such programs can improve outcomes and critical cardiac event reduction. New strategies to improve adherence to exCR programs are now being tested using non-hospital solutions that relies on VR gaming technologies. This paper presents such a system called MedBike which allows patients to perform an exCR program at home while being monitored in real-time by a remote clinician. The paper describes the technical aspects of the system, its pros and cons, various gamification strategies, and a recent usability study.",signatures:"Pierre Boulanger, William Mott, Stephanie Schaeffer, Peter W. Wood, Raj Padwal and Paolo Raggi",downloadPdfUrl:"/chapter/pdf-download/66599",previewPdfUrl:"/chapter/pdf-preview/66599",authors:[{id:"273326",title:"Dr.",name:"Pierre",surname:"Boulanger",slug:"pierre-boulanger",fullName:"Pierre Boulanger"},{id:"277755",title:"MSc.",name:"Peter",surname:"Wood",slug:"peter-wood",fullName:"Peter Wood"},{id:"277757",title:"Mr.",name:"Willam",surname:"Mott",slug:"willam-mott",fullName:"Willam Mott"},{id:"277758",title:"Ms.",name:"Stephanie",surname:"Schaeffer",slug:"stephanie-schaeffer",fullName:"Stephanie Schaeffer"},{id:"277760",title:"Dr.",name:"Raj",surname:"Padwal",slug:"raj-padwal",fullName:"Raj Padwal"},{id:"294278",title:"Dr.",name:"Paolo",surname:"Raggi",slug:"paolo-raggi",fullName:"Paolo Raggi"}],corrections:null},{id:"66909",title:"Restoring Independent Living after Disability Using a Wearable Device: A Synergistic Physio-Neuro Approach to Leverage Neuroplasticity",doi:"10.5772/intechopen.86011",slug:"restoring-independent-living-after-disability-using-a-wearable-device-a-synergistic-physio-neuro-app",totalDownloads:847,totalCrossrefCites:0,totalDimensionsCites:0,hasAltmetrics:0,abstract:"The number of people living with various grades of disability is now in excess of 1 billion. A significant portion of this population is dependent on caregivers and unable to access or afford therapy. This emerging healthcare challenge coincides with new knowledge about the self-learning, self-organizing, neuroplastic nature of the brain, offering hope to those trying to regain independence after disability. As conditions such as stroke and dementia begin to affect more and more people in the younger age groups, there is an urgent, global need for a connected rehabilitation solution that leverages the advantages of neuroplasticity to restore cognitive and physical function. This chapter explains a novel approach using a Synergistic Physio-Neuro learning model (SynPhNe learning model), which mimics how babies learn. This learning model has been embedded into a wearable, biofeedback device that can be used to restore function after stroke, injury, the degenerative effects of aging or a childhood learning disability. This chapter enumerates the clinical studies conducted with adult stroke patients in two scenarios—with therapist supervision and with lay person supervision. The results indicate that such a learning model is effective and promises to be an accessible and affordable solution for patients striving for independence.",signatures:"Subhasis Banerji, John Heng, Effie Chew, Christopher Wee Keong Kuah, Ling Zhao, Soh Yan Ming, Daphne Menezes and Ponvignesh Ponnusamy",downloadPdfUrl:"/chapter/pdf-download/66909",previewPdfUrl:"/chapter/pdf-preview/66909",authors:[{id:"125587",title:"Dr.",name:"John",surname:"Heng",slug:"john-heng",fullName:"John Heng"},{id:"276071",title:"Ph.D.",name:"Subhasis",surname:"Banerji",slug:"subhasis-banerji",fullName:"Subhasis Banerji"},{id:"297500",title:"Dr.",name:"Effie",surname:"Chew",slug:"effie-chew",fullName:"Effie Chew"},{id:"297501",title:"M.Sc.",name:"Christopher Wee Keong",surname:"Kuah",slug:"christopher-wee-keong-kuah",fullName:"Christopher Wee Keong Kuah"},{id:"297502",title:"Ms.",name:"Zhao",surname:"Ling",slug:"zhao-ling",fullName:"Zhao Ling"},{id:"297503",title:"Ms.",name:"Yan Ming",surname:"Soh",slug:"yan-ming-soh",fullName:"Yan Ming Soh"},{id:"297504",title:"Dr.",name:"Daphne",surname:"Menezes",slug:"daphne-menezes",fullName:"Daphne Menezes"},{id:"297505",title:"Mr.",name:"Ponvignesh",surname:"Ponnusamy",slug:"ponvignesh-ponnusamy",fullName:"Ponvignesh Ponnusamy"}],corrections:null},{id:"65486",title:"An Embedded Gait Analysis System for CNS Injury Patients",doi:"10.5772/intechopen.83826",slug:"an-embedded-gait-analysis-system-for-cns-injury-patients",totalDownloads:890,totalCrossrefCites:0,totalDimensionsCites:0,hasAltmetrics:0,abstract:"Clinical evaluation of CNS injury patients before and after treatment is an essential step in gait rehabilitation. Medical care of gait disturbance for stroke patients is based on different treatments based on clinical and functional evaluations. Evaluation of gait aims at characterizing the motor performance to provide clinicians with information on the patient’s organizational or performance status and to allow them to consider the most appropriate treatment options. A 3D instrumented gait analysis system allows quantification of several parameters at each instant of walking but does not represent gait in daily life conditions. The absence of devices usable in daily life situation constitutes a lack pointed out by clinical practitioners and is at the origin of this work. In the following are described the design and implementation of a wireless embedded system for the collection of spatiotemporal parameters of pathological gait in everyday life. Algorithms estimate joint angles, step length, and gait events and automatically partition data into gait cycles. Experiments have been carried out to accurately evaluate the joint angles, the precision of sensor synchronization, the precision of gait event detection, and the robustness in the case of pathological walk. Comparisons with references given by the 3D instrumented gait analysis system are detailed.",signatures:"Gilbert Pradel, Tong Li, Didier Pradon and Nicolas Roche",downloadPdfUrl:"/chapter/pdf-download/65486",previewPdfUrl:"/chapter/pdf-preview/65486",authors:[{id:"277504",title:"Associate Prof.",name:"Gilbert",surname:"Pradel",slug:"gilbert-pradel",fullName:"Gilbert Pradel"},{id:"277519",title:"Dr.",name:"Nicolas",surname:"Roche",slug:"nicolas-roche",fullName:"Nicolas Roche"},{id:"289383",title:"Dr.",name:"Tong",surname:"Li",slug:"tong-li",fullName:"Tong Li"},{id:"289384",title:"Dr.",name:"Didier",surname:"Pradon",slug:"didier-pradon",fullName:"Didier Pradon"}],corrections:null},{id:"66191",title:"Improvement of Cooperative Action for Multi-Agent System by Rewards Distribution",doi:"10.5772/intechopen.85109",slug:"improvement-of-cooperative-action-for-multi-agent-system-by-rewards-distribution",totalDownloads:733,totalCrossrefCites:0,totalDimensionsCites:0,hasAltmetrics:0,abstract:"The frequency of natural disasters is increasing everywhere in the world, which is a major impediment to sustainable development. One important issue for the international community is to reduce vulnerability to and damage from disasters. In addition, a large number of injuries occur simultaneously in a large-scale disaster, and the condition of the injured will change over time. Efficient rescue activities are carried out using triage to determine the priority of injury treatment based on the severity of the persons’ conditions. In this chapter, we discuss acquiring cooperative behavior of rescuing the injured and clearing obstacles according to triage of the injured in a multi-agent system. We propose three methods of reward distribution: (1) reward distribution responding to the condition of the injured, (2) reward distribution based on the contribution degree, and (3) reward distribution by the contribution degree responding to the condition of the injured. We investigated the effectiveness of the three proposed methods for a disaster relief problem by an experiment. The results of the experiment showed that agents gained high rewards by rescuing those in most urgent need under the method having the reward distributed according to the contribution degree responding to the condition of the injured.",signatures:"Mengchun Xie",downloadPdfUrl:"/chapter/pdf-download/66191",previewPdfUrl:"/chapter/pdf-preview/66191",authors:[{id:"14248",title:"Prof.",name:"Mengchun",surname:"Xie",slug:"mengchun-xie",fullName:"Mengchun Xie"}],corrections:null},{id:"66160",title:"A Cooperative Game Using the P300 EEG-Based Brain-Computer Interface",doi:"10.5772/intechopen.84621",slug:"a-cooperative-game-using-the-p300-eeg-based-brain-computer-interface",totalDownloads:1066,totalCrossrefCites:6,totalDimensionsCites:7,hasAltmetrics:1,abstract:"In this paper, we present a cooperative game, Brainio Bros 300, using a brain-computer interface (BCI). The game is cooperatively controlled by two people using P300-generating color discrimination. The two users advance through the game together, one as the “player” and the other as the “supporter” providing assistance. We assumed that players would be able-bodied, while supporters would include people with severe disabilities. Through experiments using human subjects, we evaluated the subjects’ impressions of the game and its usefulness. The results of the impression evaluation showed that the subjects generally had good impressions, and there were many opinions that such cooperative games are interesting. 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The overall mobile data traffic is expected to grow up to 77 Exabyte’s per month by 2022 which is about a seven-fold increase over 2017 data traffic [1]. In addition, the number of devices and connections will continue to grow exponentially. The fifth generation (5G) networks are aimed at meeting the requirements of mobile communications even beyond 2025. Current backhaul communication of cellular networks uses licensed microwave spectrum and wired copper/fiber based links. These two systems have several limitations (e.g., low data rates, security issues, and high cost of installation in urban canyons). Choosing a suitable technology in the design of the backhaul network architecture plays a vital role in the performance of the next generation cellular networks [2]. Wireless free-space optics (FSO) and unlicensed millimeter wave (mmW) communications are being considered as the major technologies for high data rate backhaul traffic of next generation wireless networks of 5G and beyond [3]. Millimeter wave communications can achieve data rates up to 10 Gbits/s. This is because there is a large amount of bandwidth available in the mmW band (30–300 GHz), and allocating this bandwidth is an efficient approach to enhance system capacity. FSO is a line-of-sight (LOS) technology that uses light emitting diodes (LEDs) or laser to transmit information through free space medium. FSO communication has attracted significant attention due to its unlimited bandwidth, as it operates in the unlicensed Tera Hertz spectrum band [4]. However, both the FSO and mmW links are affected by different weather conditions but are complementary in nature. Therefore, hybrid system comprising of FSO/mmW communication has the advantages of both the systems and overcomes the limitations of individual systems.
In wireless networks of 5G and beyond, a given macro cell will be covered by several small cells. In such cases, some of the small cell BSs which are located at the edges of that macro cell may not be able to communicate directly with it. Hence, there is a necessity of developing a cellular system that will be based on complex interactions between small cell base stations (SBSs) and cooperation between them is necessary in order to improve the overall performance (network coverage, reduced outage probability, spectral and power efficiency) of the system. For such scenarios, triple-hop (TH) hybrid FSO/mmW system has been proposed by considering neighboring small cell BSs as intermediate relays to forward the backhaul data. This chapter mainly focuses on the performance analysis of the proposed triple-hop hybrid FSO/mmW system, which improves the reliability and coverage between SBSs and macro cell BSs over weak and strong turbulence channel conditions. This chapter is organized as follows: Section 2 introduces the proposed system model and statistical characteristics of the system is presented in Section 3. The performance analysis of the proposed system over weak and strong turbulence channel conditions is discussed in Section 4. Section 5 presents the results and discussion, and finally conclusions are presented in Section 6.
To improve the communication between a macro cell BS and small cell BS, a decode and forward (DF) relaying based triple-hop system is proposed by considering intermediate small cell BSs as relay nodes. In this, the first relay (R1) BS will decode the received signal from the source (S) BS and then forward it to the second relay (R2) BS. The second relay BS decodes and forwards the received signal from first relay BS to the destination (D) BS. The proposed DF relaying based triple-hop system comprising of source (S) BS, destination (D) BS, and two relay base stations (R1, R2) is shown in Figure 1. The FSO system communicates by using intensity modulation at the transmitter and direct detection scheme (IM/DD) at the receiver [5].
Schematic of proposed triple-hop hybrid FSO/mmW system.
Mathematical formulation of the received signals for FSO and mmW links at R1, R2, and D base stations are presented in this section. In the case of FSO transmission, the signal received at base station R1 from base station S is given by
The signal received at base station R1 is decoded and forwarded to base station R2 and the signal received at base station R2 is given by
The signal received at base station R2 is decoded and forwarded to base station D and the signal received at base station D is given by
where suffix SR1, R1R2, and R2D are source to relay1, relay1 to relay2, and relay2 to destination respectively, x is the symbol transmitted by source BS with average energy Es,
where
where α and β are the small scale and large scale parameters of the scattering environment, Γ(.) is the gamma function [8], and Ka (.) is the modified Bessel function of the second kind of order a. The expression for the PDF of instantaneous SNR of FSO link can be obtained from Eqs. (4) and (5) as
The above PDF expression of
where
where
The signal received by base station R1 from base station S, over the mmW link is given by
The decoded symbol at base station R1 is forwarded to base station R2 and the received signal at base station R2 is given as
The signal received at base station R2 is decoded and forwarded to base station D and the signal received at base station D is given by
where
where hj is the mmW fading channel. The norm of the mmW fading channel is modeled as Nakagami-m distribution and its PDF is given by
where m indicates fading severity of the channel,
where
In this section, the CDF and PDF for the proposed TH hybrid FSO/mmW system over Gamma-Gamma turbulence and Nakagami-m fading channel are derived.
The CDF of
where,
The PDF of
where
The cumulative distribution function of
where Γ (a, x) is the upper incomplete gamma function. The PDF of
The performance of the proposed TH system is evaluated by using outage probability and average BER. In this section, the expressions for outage probability and average BER of the proposed TH hybrid FSO/mmW system between source and destination BSs over Nakagami-m and Gamma-Gamma turbulence channels are derived. The outage probability expression of the proposed TH system is given by
where
The average BER during non-outage period can be calculated in terms of the average BER of individual FSO and mmW links, and is given as
where,
where
where,
In this section, the performance of the proposed systems are compared by evaluating the analytical expressions which are derived for outage probability and average BER over weak and strong turbulent channel conditions. The procedure followed in the implementation of the proposed TH hybrid FSO/mmW backhaul communication system over weak and strong turbulent channels is shown in Figure 2. The FSO link is modeled for weak and strong turbulence conditions using Gamma-Gamma distribution. The typical values of α, β for strong turbulence are 2.064, 1.342 and for weak turbulence are 2.902, 2.51 respectively. Further, mmW channel is modeled by using Nakagami-m distribution with m = 5.
Implementation of the TH hybrid FSO/mmW system over weak and strong turbulence conditions.
The variation in the outage probability with respect to average SNR for FSO -TH and TH hybrid FSO/mmW systems at fixed threshold value of
Outage probability of the TH hybrid FSO/mmW system over G-G atmospheric channel.
The outage performance of the TH hybrid FSO/mmW system with respect to average SNR for different values of α, β with a high quality mmW link is shown in Figure 4. As can be seen from Figure 4, TH hybrid FSO/mmW system has better outage performance when compared to FSO-TH system. However, the outage performance deteriorates for strong turbulence conditions when compared to weak turbulence conditions, which is as expected. Table 1 shows outage probability values of the FSO-TH and TH hybrid FSO/mmW system for different values of α, β with a high quality mmW link.
Outage probability of the TH hybrid FSO/mmW system with different values of α, β over G-G atmospheric channel.
S.No. | Avg. SNR (dB) | FSO-TH system | TH hybrid system | ||
---|---|---|---|---|---|
α = 2.902 β = 2.51 | α = 2.064 β = 1.342 | α = 2.902 β = 2.51 | α = 2.064 β = 1.342 | ||
1 | 2 | 9.8 × 10−1 | 9.8 × 10−1 | 6.5 × 10−2 | 6.5 × 10−2 |
2 | 4 | 9.6 × 10−1 | 9.7 × 10−1 | 6.4 × 10−2 | 6.4 × 10−2 |
3 | 6 | 9.3 × 10−1 | 9.5 × 10−1 | 6.2 × 10−2 | 6.2 × 10−2 |
4 | 8 | 8.6 × 10−1 | 9.1 × 10−1 | 5.7 × 10−2 | 6.0 × 10−2 |
5 | 10 | 7.7 × 10−1 | 8.6 × 10−1 | 5.1 × 10−2 | 5.7 × 10−2 |
6 | 12 | 6.6 × 10−1 | 8.0 × 10−1 | 4.4 × 10−2 | 5.3 × 10−2 |
7 | 14 | 5.5 × 10−1 | 7.2 × 10−1 | 3.6 × 10−2 | 4.8 × 10−2 |
8 | 16 | 4.3 × 10−1 | 6.4 × 10−1 | 2.8 × 10−2 | 4.2 × 10−2 |
9 | 18 | 3.2 × 10−1 | 5.6 × 10−1 | 2.1 × 10−2 | 3.7 × 10−2 |
10 | 20 | 2.3 × 10−1 | 4.7 × 10−1 | 1.5 × 10−2 | 3.1 × 10−2 |
Outage probability of FSO-TH and TH hybrid FSO/mmW vs. average SNR over G-G atmospheric channel.
For instance, at 10 dB average SNR, the TH hybrid FSO/mmW system achieves outage probabilities of 5.1 × 10−2 and 5.7 × 10−2, while FSO-TH system achieves outage probabilities of 7.7 × 10−1 and 8.6 × 10−1, respectively, for weak and strong turbulence channel conditions.
The variation in the average BER of the TH hybrid FSO/mmW system with respect to the average SNR for a fixed threshold value of
ABER of the TH hybrid FSO/mmW system over G-G atmospheric channel.
Figure 6 shows the ABER performance of the FSO-TH and TH hybrid FSO/mmW systems with respect to average SNR for different values of α and β. As can be seen from Figure 6, TH hybrid FSO/mmW system has better ABER performance when compared to FSO-TH system. The ABER values of FSO-TH and TH hybrid FSO/mmW systems for different values of α, β with a high quality mmW link are tabulated in Table 2.
ABER of the TH hybrid FSO/mmW system for different values of α, β over G-G atmospheric channel.
S.No | Avg. SNR (dB) | FSO-TH | TH Hybrid | ||
---|---|---|---|---|---|
α = 2.902 β = 2.51 | α = 2.064 β = 1.342 | α = 2.902 β = 2.51 | α = 2.064 β = 1.342 | ||
1 | 5 | 2.4 × 10−1 | 3.2 × 10−1 | 8.6 × 10−4 | 7.9 × 10−4 |
2 | 10 | 1.3 × 10−1 | 2.2 × 10−1 | 9.2 × 10−4 | 7.7 × 10−4 |
3 | 12 | 9.9 × 10−2 | 1.9 × 10−1 | 8.2 × 10−4 | 8.3 × 10−4 |
4 | 14 | 7.2 × 10−2 | 1.5 × 10−1 | 7.8 × 10−4 | 8.2 × 10−4 |
5 | 16 | 5.0 × 10−2 | 1.3 × 10−1 | 6.6 × 10−4 | 7.3 × 10−4 |
6 | 18 | 3.5 × 10−2 | 1.0 × 10−1 | 5.8 × 10−4 | 6.8 × 10−4 |
7 | 20 | 2.3 × 10−2 | 8.4 × 10−2 | 4.3 × 10−4 | 5.9 × 10−4 |
8 | 24 | 1.0 × 10−2 | 5.2 × 10−2 | 2.3 × 10−4 | 4.5 × 10−4 |
9 | 28 | 4.1 × 10−3 | 3.1 × 10−2 | 1.2 × 10−4 | 2.9 × 10−4 |
10 | 30 | 2.5 × 10−3 | 2.3 × 10−2 | 7.8 × 10−5 | 2.7 × 10−4 |
ABER of FSO-TH and TH hybrid FSO/mmW vs. average SNR over G-G atmospheric channel.
For instance, at 20 dB average SNR, FSO-TH system achieves ABER of 2.3 × 10−2 and 8.4 × 10−2, while TH hybrid FSO/mmW system achieves ABER of 4.3 × 10−4 and 5.9 × 10−4, respectively for weak and strong turbulence conditions.
Performance analysis of the proposed TH hybrid FSO/mmW system for macro-cell BS to small cell BS backhaul communication has been carried out in this chapter. The FSO link turbulence conditions ranging from weak to strong are modeled by using Gamma-Gamma distribution. Further, mmW channel is modeled by using Nakagami-m distribution with m = 5. Outage probability and ABER of the TH scenario have been analyzed for different values of α, β over Gamma-Gamma distribution and average SNR of mmW links. From the results, it is concluded that TH hybrid FSO/mmW system has improved outage and ABER performance when compared to FSO-TH system.
The work presented in this paper is supported by Visvesvaraya PhD scheme for Electronics and IT, Ministry of Electronics and Information Technology (Meity), Government of India, being implemented by Digital India Corporation.
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All published Book Chapters are licensed under a Creative Commons Attribution 3.0 Unported License. Monographs are licensed under the Creative Commons Attribution-NonCommercial 4.0 International (CC BY-NC 4.0) license granted to all others. Our Copyright Policy aims to guarantee that original material is published while at the same time giving significant freedom to our Authors. IntechOpen upholds a flexible Copyright Policy meaning that there is no copyright transfer to the publisher and Authors hold exclusive copyright to their work.
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\n\n\n\nAll chapters will be published via IntechOpen's 'Online First' service meaning chapters will be published individually, immediately after review and before the entire book is ready for publication, allowing content to be shared, searched and cited straightaway, thereby generating early stage interest and momentum for your research
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\n\nChapters will remain listed as Online First until the final versions of the books are published online. Following publication of the full monograph, Chapters will be redirected from the Online First version and will be available only through the final link of the official published page.
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\n\nIf there are supplemental materials to the chapter, these will be published at the time the final book is published online.
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In 2021 he has been awarded the “Raul Isturiz Award” Medal of the API. Also, in 2021, he was awarded with the “Jose Felix Patiño” Asclepius Staff Medal of the Colombian Medical College, due to his scientific contributions to COVID-19 during the pandemic. He is currently the Editor in Chief of the journal Travel Medicine and Infectious Diseases. His Scopus H index is 47 (Google Scholar H index, 68).",institutionString:"Institución Universitaria Visión de las Américas, Colombia",institution:null},{id:"332819",title:"Dr.",name:"Chukwudi Michael",middleName:"Michael",surname:"Egbuche",slug:"chukwudi-michael-egbuche",fullName:"Chukwudi Michael Egbuche",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/332819/images/14624_n.jpg",biography:"I an Dr. Chukwudi Michael Egbuche. 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The preliminary objectives of the study are to understand and develop the evidence-based tools and interventions for the control and prevention of malaria in different sites of the INDIA. Alongside, with the help of next-generation genomics study, the team has studied the antimalarial drug resistance in India. Further, he has extended his research in the development of Humanized mice for the study of liver-stage malaria and identification of molecular marker(s) for the Artemisinin resistance. At present, his research focuses on understanding the role of B cells in the activation of CD8+ T cells in malaria. 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She is currently an Adjunct Professor at Feevale University in Medicine and Biomedicine courses and a permanent professor of the Academic Master\\'s Degree in Virology. She has experience in the field of Microbiology, with an emphasis on Bacteriology, working mainly on the following topics: bacteriophages, bacterial resistance, clinical microbiology and food microbiology.",institutionString:null,institution:{name:"Universidade Feevale",country:{name:"Brazil"}}},{id:"229220",title:"Dr.",name:"Amjad",middleName:"Islam",surname:"Aqib",slug:"amjad-aqib",fullName:"Amjad Aqib",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/229220/images/system/229220.png",biography:"Dr. Amjad Islam Aqib obtained a DVM and MSc (Hons) from University of Agriculture Faisalabad (UAF), Pakistan, and a PhD from the University of Veterinary and Animal Sciences Lahore, Pakistan. 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Professor Derbel is presently working at the Clinique les Oliviers, Sousse, Tunisia. His hospital activities are mostly concerned with laparoscopic, colorectal, pancreatic, hepatobiliary, and gastric surgery. He is also very interested in hernia surgery and performs ventral hernia repairs and inguinal hernia repairs. He has been a member of the GREPA and Tunisian Hernia Society (THS). During his residency, he managed patients suffering from diabetic foot, and he was very interested in this pathology. For this reason, he decided to coordinate a book project dealing with the diabetic foot. Professor Derbel has published many articles in journals and collaborates intensively with IntechOpen Access Publisher as an editor.",institutionString:"Clinique les Oliviers",institution:null},{id:"300144",title:"Dr.",name:"Meriem",middleName:null,surname:"Braiki",slug:"meriem-braiki",fullName:"Meriem Braiki",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/300144/images/system/300144.jpg",biography:"Dr. Meriem Braiki is a specialist in pediatric surgeon from Tunisia. She was born in 1985. She received her medical degree from the University of Medicine at Sousse, Tunisia. She achieved her surgical residency training periods in Pediatric Surgery departments at University Hospitals in Monastir, Tunis and France.\r\nShe is currently working at the Pediatric surgery department, Sidi Bouzid Hospital, Tunisia. Her hospital activities are mostly concerned with laparoscopic, parietal, urological and digestive surgery. She has published several articles in diffrent journals.",institutionString:"Sidi Bouzid Regional Hospital",institution:null},{id:"229481",title:"Dr.",name:"Erika M.",middleName:"Martins",surname:"de Carvalho",slug:"erika-m.-de-carvalho",fullName:"Erika M. de Carvalho",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/229481/images/6397_n.jpg",biography:null,institutionString:null,institution:{name:"Oswaldo Cruz Foundation",country:{name:"Brazil"}}},{id:"186537",title:"Prof.",name:"Tonay",middleName:null,surname:"Inceboz",slug:"tonay-inceboz",fullName:"Tonay Inceboz",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/186537/images/system/186537.jfif",biography:"I was graduated from Ege University of Medical Faculty (Turkey) in 1988 and completed his Med. PhD degree in Medical Parasitology at the same university. I became an Associate Professor in 2008 and Professor in 2014. I am currently working as a Professor at the Department of Medical Parasitology at Dokuz Eylul University, Izmir, Turkey.\n\nI have given many lectures, presentations in different academic meetings. I have more than 60 articles in peer-reviewed journals, 18 book chapters, 1 book editorship.\n\nMy research interests are Echinococcus granulosus, Echinococcus multilocularis (diagnosis, life cycle, in vitro and in vivo cultivation), and Trichomonas vaginalis (diagnosis, PCR, and in vitro cultivation).",institutionString:"Dokuz Eylül University",institution:{name:"Dokuz Eylül University",country:{name:"Turkey"}}},{id:"71812",title:"Prof.",name:"Hanem Fathy",middleName:"Fathy",surname:"Khater",slug:"hanem-fathy-khater",fullName:"Hanem Fathy Khater",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/71812/images/1167_n.jpg",biography:"Prof. Khater is a Professor of Parasitology at Benha University, Egypt. She studied for her doctoral degree, at the Department of Entomology, College of Agriculture, Food and Natural Resources, University of Missouri, Columbia, USA. She has completed her Ph.D. degrees in Parasitology in Egypt, from where she got the award for “the best scientific Ph.D. dissertation”. She worked at the School of Biological Sciences, Bristol, England, the UK in controlling insects of medical and veterinary importance as a grant from Newton Mosharafa, the British Council. Her research is focused on searching of pesticides against mosquitoes, house flies, lice, green bottle fly, camel nasal botfly, soft and hard ticks, mites, and the diamondback moth as well as control of several parasites using safe and natural materials to avoid drug resistances and environmental contamination.",institutionString:null,institution:{name:"Banha University",country:{name:"Egypt"}}},{id:"99780",title:"Prof.",name:"Omolade",middleName:"Olayinka",surname:"Okwa",slug:"omolade-okwa",fullName:"Omolade Okwa",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/99780/images/system/99780.jpg",biography:"Omolade Olayinka Okwa is presently a Professor of Parasitology at Lagos State University, Nigeria. She has a PhD in Parasitology (1997), an MSc in Cellular Parasitology (1992), and a BSc (Hons) Zoology (1990) all from the University of Ibadan, Nigeria. She teaches parasitology at the undergraduate and postgraduate levels. She was a recipient of a Commonwealth fellowship supported by British Council tenable at the Centre for Entomology and Parasitology (CAEP), Keele University, United Kingdom between 2004 and 2005. She was awarded an Honorary Visiting Research Fellow at the same university from 2005 to 2007. \nShe has been an external examiner to the Department of Veterinary Microbiology and Parasitology, University of Ibadan, MSc programme between 2010 and 2012. She is a member of the Nigerian Society of Experimental Biology (NISEB), Parasitology and Public Health Society of Nigeria (PPSN), Science Association of Nigeria (SAN), Zoological Society of Nigeria (ZSN), and is Vice Chairperson of the Organisation of Women in Science (OWSG), LASU chapter. She served as Head of Department of Zoology and Environmental Biology, Lagos State University from 2007 to 2010 and 2014 to 2016. She is a reviewer for several local and international journals such as Unilag Journal of Science, Libyan Journal of Medicine, Journal of Medicine and Medical Sciences, and Annual Research and Review in Science. \nShe has authored 45 scientific research publications in local and international journals, 8 scientific reviews, 4 books, and 3 book chapters, which includes the books “Malaria Parasites” and “Malaria” which are IntechOpen access publications.",institutionString:"Lagos State University",institution:{name:"Lagos State University",country:{name:"Nigeria"}}},{id:"273100",title:"Dr.",name:"Vijay",middleName:null,surname:"Gayam",slug:"vijay-gayam",fullName:"Vijay Gayam",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/273100/images/system/273100.jpeg",biography:"Dr. Vijay Bhaskar Reddy Gayam is currently practicing as an internist at Interfaith Medical Center in Brooklyn, New York, USA. He is also a Clinical Assistant Professor at the SUNY Downstate University Hospital and Adjunct Professor of Medicine at the American University of Antigua. He is a holder of an M.B.B.S. degree bestowed to him by Osmania Medical College and received his M.D. at Interfaith Medical Center. His career goals thus far have heavily focused on direct patient care, medical education, and clinical research. He currently serves in two leadership capacities; Assistant Program Director of Medicine at Interfaith Medical Center and as a Councilor for the American\r\nFederation for Medical Research. As a true academician and researcher, he has more than 50 papers indexed in international peer-reviewed journals. He has also presented numerous papers in multiple national and international scientific conferences. His areas of research interest include general internal medicine, gastroenterology and hepatology. He serves as an editor, editorial board member and reviewer for multiple international journals. His research on Hepatitis C has been very successful and has led to multiple research awards, including the 'Equity in Prevention and Treatment Award” from the New York Department of Health Viral Hepatitis Symposium (2018) and the 'Presidential Poster Award” awarded to him by the American College of Gastroenterology (2018). He was also awarded 'Outstanding Clinician in General Medicine” by Venus International Foundation for his extensive research expertise and services, perform over and above the standard expected in the advancement of healthcare, patient safety and quality of care.",institutionString:"Interfaith Medical Center",institution:{name:"Interfaith Medical Center",country:{name:"United States of America"}}},{id:"93517",title:"Dr.",name:"Clement",middleName:"Adebajo",surname:"Meseko",slug:"clement-meseko",fullName:"Clement Meseko",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/93517/images/system/93517.jpg",biography:"Dr. Clement Meseko obtained DVM and PhD degree in Veterinary Medicine and Virology respectively. He has worked for over 20 years in both private and public sectors including the academia, contributing to knowledge and control of infectious disease. Through the application of epidemiological skill, classical and molecular virological skills, he investigates viruses of economic and public health importance for the mitigation of the negative impact on people, animal and the environment in the context of Onehealth. \r\nDr. Meseko’s field experience on animal and zoonotic diseases and pathogen dynamics at the human-animal interface over the years shaped his carrier in research and scientific inquiries. He has been part of the investigation of Highly Pathogenic Avian Influenza incursions in sub Saharan Africa and monitors swine Influenza (Pandemic influenza Virus) agro-ecology and potential for interspecies transmission. He has authored and reviewed a number of journal articles and book chapters.",institutionString:"National Veterinary Research Institute",institution:{name:"National Veterinary Research Institute",country:{name:"Nigeria"}}},{id:"158026",title:"Prof.",name:"Shailendra K.",middleName:null,surname:"Saxena",slug:"shailendra-k.-saxena",fullName:"Shailendra K. Saxena",position:null,profilePictureURL:"https://s3.us-east-1.amazonaws.com/intech-files/0030O00002bRET3QAO/Profile_Picture_2022-05-10T10:10:26.jpeg",biography:"Professor Dr. Shailendra K. Saxena is a vice dean and professor at King George's Medical University, Lucknow, India. His research interests involve understanding the molecular mechanisms of host defense during human viral infections and developing new predictive, preventive, and therapeutic strategies for them using Japanese encephalitis virus (JEV), HIV, and emerging viruses as a model via stem cell and cell culture technologies. His research work has been published in various high-impact factor journals (Science, PNAS, Nature Medicine) with a high number of citations. He has received many awards and honors in India and abroad including various Young Scientist Awards, BBSRC India Partnering Award, and Dr. JC Bose National Award of Department of Biotechnology, Min. of Science and Technology, Govt. of India. Dr. Saxena is a fellow of various international societies/academies including the Royal College of Pathologists, United Kingdom; Royal Society of Medicine, London; Royal Society of Biology, United Kingdom; Royal Society of Chemistry, London; and Academy of Translational Medicine Professionals, Austria. He was named a Global Leader in Science by The Scientist. He is also an international opinion leader/expert in vaccination for Japanese encephalitis by IPIC (UK).",institutionString:"King George's Medical University",institution:{name:"King George's Medical University",country:{name:"India"}}},{id:"94928",title:"Dr.",name:"Takuo",middleName:null,surname:"Mizukami",slug:"takuo-mizukami",fullName:"Takuo Mizukami",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/94928/images/6402_n.jpg",biography:null,institutionString:null,institution:{name:"National Institute of Infectious Diseases",country:{name:"Japan"}}},{id:"233433",title:"Dr.",name:"Yulia",middleName:null,surname:"Desheva",slug:"yulia-desheva",fullName:"Yulia Desheva",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/233433/images/system/233433.png",biography:"Dr. Yulia Desheva is a leading researcher at the Institute of Experimental Medicine, St. Petersburg, Russia. She is a professor in the Stomatology Faculty, St. Petersburg State University. She has expertise in the development and evaluation of a wide range of live mucosal vaccines against influenza and bacterial complications. Her research interests include immunity against influenza and COVID-19 and the development of immunization schemes for high-risk individuals.",institutionString:'Federal State Budgetary Scientific Institution "Institute of Experimental Medicine"',institution:null},{id:"238958",title:"Mr.",name:"Atamjit",middleName:null,surname:"Singh",slug:"atamjit-singh",fullName:"Atamjit Singh",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/238958/images/6575_n.jpg",biography:null,institutionString:null,institution:null},{id:"333753",title:"Dr.",name:"Rais",middleName:null,surname:"Ahmed",slug:"rais-ahmed",fullName:"Rais Ahmed",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/333753/images/20168_n.jpg",biography:null,institutionString:null,institution:null},{id:"252058",title:"M.Sc.",name:"Juan",middleName:null,surname:"Sulca",slug:"juan-sulca",fullName:"Juan Sulca",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/252058/images/12834_n.jpg",biography:null,institutionString:null,institution:null},{id:"191392",title:"Dr.",name:"Marimuthu",middleName:null,surname:"Govindarajan",slug:"marimuthu-govindarajan",fullName:"Marimuthu Govindarajan",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/191392/images/5828_n.jpg",biography:"Dr. M. Govindarajan completed his BSc degree in Zoology at Government Arts College (Autonomous), Kumbakonam, and MSc, MPhil, and PhD degrees at Annamalai University, Annamalai Nagar, Tamil Nadu, India. He is serving as an assistant professor at the Department of Zoology, Annamalai University. His research interests include isolation, identification, and characterization of biologically active molecules from plants and microbes. He has identified more than 20 pure compounds with high mosquitocidal activity and also conducted high-quality research on photochemistry and nanosynthesis. He has published more than 150 studies in journals with impact factor and 2 books in Lambert Academic Publishing, Germany. He serves as an editorial board member in various national and international scientific journals.",institutionString:null,institution:null},{id:"274660",title:"Dr.",name:"Damodar",middleName:null,surname:"Paudel",slug:"damodar-paudel",fullName:"Damodar Paudel",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/274660/images/8176_n.jpg",biography:"I am DrDamodar Paudel,currently working as consultant Physician in Nepal police Hospital.",institutionString:null,institution:null},{id:"241562",title:"Dr.",name:"Melvin",middleName:null,surname:"Sanicas",slug:"melvin-sanicas",fullName:"Melvin Sanicas",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/241562/images/6699_n.jpg",biography:null,institutionString:null,institution:null},{id:"337446",title:"Dr.",name:"Maria",middleName:null,surname:"Zavala-Colon",slug:"maria-zavala-colon",fullName:"Maria Zavala-Colon",position:null,profilePictureURL:"//cdnintech.com/web/frontend/www/assets/author.svg",biography:null,institutionString:null,institution:{name:"University of Puerto Rico, Medical Sciences Campus",country:{name:"United States of America"}}},{id:"338856",title:"Mrs.",name:"Nur Alvira",middleName:null,surname:"Pascawati",slug:"nur-alvira-pascawati",fullName:"Nur Alvira Pascawati",position:null,profilePictureURL:"//cdnintech.com/web/frontend/www/assets/author.svg",biography:null,institutionString:null,institution:{name:"Universitas Respati Yogyakarta",country:{name:"Indonesia"}}},{id:"441116",title:"Dr.",name:"Jovanka M.",middleName:null,surname:"Voyich",slug:"jovanka-m.-voyich",fullName:"Jovanka M. Voyich",position:null,profilePictureURL:"//cdnintech.com/web/frontend/www/assets/author.svg",biography:null,institutionString:null,institution:{name:"Montana State University",country:{name:"United States of America"}}},{id:"330412",title:"Dr.",name:"Muhammad",middleName:null,surname:"Farhab",slug:"muhammad-farhab",fullName:"Muhammad Farhab",position:null,profilePictureURL:"//cdnintech.com/web/frontend/www/assets/author.svg",biography:null,institutionString:null,institution:{name:"University of Agriculture Faisalabad",country:{name:"Pakistan"}}},{id:"349495",title:"Dr.",name:"Muhammad",middleName:null,surname:"Ijaz",slug:"muhammad-ijaz",fullName:"Muhammad Ijaz",position:null,profilePictureURL:"//cdnintech.com/web/frontend/www/assets/author.svg",biography:null,institutionString:null,institution:{name:"University of Veterinary and Animal Sciences",country:{name:"Pakistan"}}}]}},subseries:{item:{id:"38",type:"subseries",title:"Pollution",keywords:"Human activity, Pollutants, Reduced risks, Population growth, Waste disposal, Remediation, Clean environment",scope:"
\r\n\tPollution is caused by a wide variety of human activities and occurs in diverse forms, for example biological, chemical, et cetera. In recent years, significant efforts have been made to ensure that the environment is clean, that rigorous rules are implemented, and old laws are updated to reduce the risks towards humans and ecosystems. However, rapid industrialization and the need for more cultivable sources or habitable lands, for an increasing population, as well as fewer alternatives for waste disposal, make the pollution control tasks more challenging. Therefore, this topic will focus on assessing and managing environmental pollution. It will cover various subjects, including risk assessment due to the pollution of ecosystems, transport and fate of pollutants, restoration or remediation of polluted matrices, and efforts towards sustainable solutions to minimize environmental pollution.
",coverUrl:"https://cdn.intechopen.com/series_topics/covers/38.jpg",hasOnlineFirst:!1,hasPublishedBooks:!0,annualVolume:11966,editor:{id:"110740",title:"Dr.",name:"Ismail M.M.",middleName:null,surname:"Rahman",slug:"ismail-m.m.-rahman",fullName:"Ismail M.M. Rahman",profilePictureURL:"https://mts.intechopen.com/storage/users/110740/images/2319_n.jpg",biography:"Ismail Md. Mofizur Rahman (Ismail M. M. Rahman) assumed his current responsibilities as an Associate Professor at the Institute of Environmental Radioactivity, Fukushima University, Japan, in Oct 2015. He also has an honorary appointment to serve as a Collaborative Professor at Kanazawa University, Japan, from Mar 2015 to the present. \nFormerly, Dr. Rahman was a faculty member of the University of Chittagong, Bangladesh, affiliated with the Department of Chemistry (Oct 2002 to Mar 2012) and the Department of Applied Chemistry and Chemical Engineering (Mar 2012 to Sep 2015). Dr. Rahman was also adjunctly attached with Kanazawa University, Japan (Visiting Research Professor, Dec 2014 to Mar 2015; JSPS Postdoctoral Research Fellow, Apr 2012 to Mar 2014), and Tokyo Institute of Technology, Japan (TokyoTech-UNESCO Research Fellow, Oct 2004–Sep 2005). \nHe received his Ph.D. degree in Environmental Analytical Chemistry from Kanazawa University, Japan (2011). He also achieved a Diploma in Environment from the Tokyo Institute of Technology, Japan (2005). Besides, he has an M.Sc. degree in Applied Chemistry and a B.Sc. degree in Chemistry, all from the University of Chittagong, Bangladesh. \nDr. Rahman’s research interest includes the study of the fate and behavior of environmental pollutants in the biosphere; design of low energy and low burden environmental improvement (remediation) technology; implementation of sustainable waste management practices for treatment, handling, reuse, and ultimate residual disposition of solid wastes; nature and type of interactions in organic liquid mixtures for process engineering design applications.",institutionString:null,institution:{name:"Fukushima University",institutionURL:null,country:{name:"Japan"}}},editorTwo:{id:"201020",title:"Dr.",name:"Zinnat Ara",middleName:null,surname:"Begum",slug:"zinnat-ara-begum",fullName:"Zinnat Ara Begum",profilePictureURL:"https://mts.intechopen.com/storage/users/201020/images/system/201020.jpeg",biography:"Zinnat A. Begum received her Ph.D. in Environmental Analytical Chemistry from Kanazawa University in 2012. She achieved her Master of Science (M.Sc.) degree with a major in Applied Chemistry and a Bachelor of Science (B.Sc.) in Chemistry, all from the University of Chittagong, Bangladesh. Her work affiliations include Fukushima University, Japan (Visiting Research Fellow, Institute of Environmental Radioactivity: Mar 2016 to present), Southern University Bangladesh (Assistant Professor, Department of Civil Engineering: Jan 2015 to present), and Kanazawa University, Japan (Postdoctoral Fellow, Institute of Science and Engineering: Oct 2012 to Mar 2014; Research fellow, Venture Business Laboratory, Advanced Science and Social Co-Creation Promotion Organization: Apr 2018 to Mar 2021). The research focus of Dr. Zinnat includes the effect of the relative stability of metal-chelator complexes in the environmental remediation process designs and the development of eco-friendly soil washing techniques using biodegradable chelators.",institutionString:null,institution:{name:"Fukushima University",institutionURL:null,country:{name:"Japan"}}},editorThree:null,series:{id:"25",title:"Environmental Sciences",doi:"10.5772/intechopen.100362",issn:"2754-6713"},editorialBoard:[{id:"252368",title:"Dr.",name:"Meng-Chuan",middleName:null,surname:"Ong",slug:"meng-chuan-ong",fullName:"Meng-Chuan Ong",profilePictureURL:"https://s3.us-east-1.amazonaws.com/intech-files/0030O00002bRVotQAG/Profile_Picture_2022-05-20T12:04:28.jpg",institutionString:null,institution:{name:"Universiti Malaysia Terengganu",institutionURL:null,country:{name:"Malaysia"}}},{id:"63465",title:"Prof.",name:"Mohamed Nageeb",middleName:null,surname:"Rashed",slug:"mohamed-nageeb-rashed",fullName:"Mohamed Nageeb Rashed",profilePictureURL:"https://mts.intechopen.com/storage/users/63465/images/system/63465.gif",institutionString:null,institution:{name:"Aswan University",institutionURL:null,country:{name:"Egypt"}}},{id:"187907",title:"Dr.",name:"Olga",middleName:null,surname:"Anne",slug:"olga-anne",fullName:"Olga Anne",profilePictureURL:"https://s3.us-east-1.amazonaws.com/intech-files/0030O00002bSBE5QAO/Profile_Picture_2022-04-07T09:42:13.png",institutionString:null,institution:{name:"Klaipeda State University of Applied Sciences",institutionURL:null,country:{name:"Lithuania"}}}]},onlineFirstChapters:{paginationCount:10,paginationItems:[{id:"82196",title:"Multi-Features Assisted Age Invariant Face Recognition and Retrieval Using CNN with Scale Invariant Heat Kernel Signature",doi:"10.5772/intechopen.104944",signatures:"Kamarajugadda Kishore Kumar and Movva Pavani",slug:"multi-features-assisted-age-invariant-face-recognition-and-retrieval-using-cnn-with-scale-invariant-",totalDownloads:5,totalCrossrefCites:0,totalDimensionsCites:0,authors:null,book:{title:"Pattern Recognition - New Insights",coverURL:"https://cdn.intechopen.com/books/images_new/11442.jpg",subseries:{id:"26",title:"Machine Learning and Data Mining"}}},{id:"82063",title:"Evaluating Similarities and Differences between Machine Learning and Traditional Statistical Modeling in Healthcare Analytics",doi:"10.5772/intechopen.105116",signatures:"Michele Bennett, Ewa J. 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Thus proteomics, an area of research that detects all protein forms expressed in an organism, including splice isoforms and post-translational modifications, is more suitable than genomics for a comprehensive understanding of the biochemical processes that govern life. The most common proteomics applications are currently in the clinical field for the identification, in a variety of biological matrices, of biomarkers for diagnosis and therapeutic intervention of disorders. From the comparison of proteomic profiles of control and disease or different physiological states, which may emerge, changes in protein expression can provide new insights into the roles played by some proteins in human pathologies. Understanding how proteins function and interact with each other is another goal of proteomics that makes this approach even more intriguing. Specialized technology and expertise are required to assess the proteome of any biological sample. Currently, proteomics relies mainly on mass spectrometry (MS) combined with electrophoretic (1 or 2-DE-MS) and/or chromatographic techniques (LC-MS/MS). MS is an excellent tool that has gained popularity in proteomics because of its ability to gather a complex body of information such as cataloging protein expression, identifying protein modification sites, and defining protein interactions. 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