Countries with the highest share in area under CA in their continents.
\\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:"intechopen-supports-asapbio-s-new-initiative-publish-your-reviews-20220729",title:"IntechOpen Supports ASAPbio’s New Initiative Publish Your Reviews"},{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"}]},book:{item:{type:"book",id:"7364",leadTitle:null,fullTitle:"Acoustics of Materials",title:"Acoustics of Materials",subtitle:null,reviewType:"peer-reviewed",abstract:"This book deals with acoustic wave interaction with different materials, such as porous materials, crystals, biological tissues, nanofibers, etc. Physical phenomena and mathematical models are described, numerical simulations and theoretical predictions are compared to experimental data, and the results are discussed by evoking new trends and perspectives. Several approaches and applications are developed, including non-linear elasticity, propagation, diffusion, soundscape, environmental acoustics, mechanotransduction, infrasound, acoustic beam, microwave sensors, and insulation. The book is composed of three sections: Control of Sound - Absorbing Materials for Damping of Sound, Sound Propagation in Complex/Porous materials and Nondestructive Testing (NDT), Non Linearity, Leakage.",isbn:"978-1-83880-350-6",printIsbn:"978-1-83880-349-0",pdfIsbn:"978-1-83962-153-6",doi:"10.5772/intechopen.75245",price:119,priceEur:129,priceUsd:155,slug:"acoustics-of-materials",numberOfPages:206,isOpenForSubmission:!1,isInWos:null,isInBkci:!1,hash:"2f32f18842d53727b0587800fa159a44",bookSignature:"Zine El Abiddine Fellah and Erick Ogam",publishedDate:"April 25th 2019",coverURL:"https://cdn.intechopen.com/books/images_new/7364.jpg",numberOfDownloads:10760,numberOfWosCitations:0,numberOfCrossrefCitations:2,numberOfCrossrefCitationsByBook:0,numberOfDimensionsCitations:3,numberOfDimensionsCitationsByBook:0,hasAltmetrics:1,numberOfTotalCitations:5,isAvailableForWebshopOrdering:!0,dateEndFirstStepPublish:"May 28th 2018",dateEndSecondStepPublish:"August 28th 2018",dateEndThirdStepPublish:"October 27th 2018",dateEndFourthStepPublish:"January 15th 2019",dateEndFifthStepPublish:"March 16th 2019",currentStepOfPublishingProcess:5,indexedIn:"1,2,3,4,5,6,7",editedByType:"Edited by",kuFlag:!1,featuredMarkup:null,editors:[{id:"143693",title:"Dr.",name:"Zine El Abiddine",middleName:null,surname:"Fellah",slug:"zine-el-abiddine-fellah",fullName:"Zine El Abiddine Fellah",profilePictureURL:"https://mts.intechopen.com/storage/users/143693/images/system/143693.jpg",biography:"Zine El Abiddine Fellah graduated from the University Science and Technology Houari Boumedienne (USTHB), Algiers, Algeria, in Physics in 1996. He obtained a Ph.D. degree in acoustic at the University of Le Mans in France in 2000. He has worked at the Acoustic and Thermal Laboratory of Leuven, Belgium from 2001 to 2001, at the Therapeutic Ultrasound Research Laboratory, of the National Institute of Health and Medical Research from 2002 to 2004, Lyon, France. He received the Yves Rocard Prize in 2003 from the French Acoustical Society (SFA). He is currently a Research Scientist at the Centre National de la Recherche Scientifique (from 2004). He has published 69 papers in international journals with a total of 1692 citations and an h-index 23, as reported by Google Scholar.\r\nHis research interests are in the area of Acoustic Propagation in porous materials, Fractional Calculus, Time domain modelling, Direct and Inverse problems, Biot Model-Equivalent Fluid Model, Causality and Kramers-Kronig relations, Experimental characterization, Transmission, Reflection, Inverse problems, (non destructive testing- Ultrasound (50-500)kHz, Low frequency measurements in pipe (20 Hz-3kHz), Ultrasonic propagation in Human Cancellous bone, Inhmogeneous porous materials (wave splitting approach), Non local effects (Fractional derivative in space domain), Acoustic waves in Fractal materials (Non-integer dimensional space model, Fractal dimension), Acoustic waves in Micropolar media, Gyration (rotational) waves, and Radiation function.",institutionString:"Aix-Marseille University",position:null,outsideEditionCount:0,totalCites:0,totalAuthoredChapters:"3",totalChapterViews:"0",totalEditedBooks:"1",institution:{name:"Laboratory of Mechanics and Acoustics",institutionURL:null,country:{name:"France"}}}],equalEditorOne:null,equalEditorTwo:null,equalEditorThree:null,coeditorOne:{id:"209074",title:"Dr.",name:"Erick",middleName:null,surname:"Ogam",slug:"erick-ogam",fullName:"Erick Ogam",profilePictureURL:"https://mts.intechopen.com/storage/users/209074/images/system/209074.jpg",biography:"Erick Ogam received the M.Sc. and Ph.D. degrees in Acoustics in 2002 and 2007 respectively from the Aix-Marseille University in Marseille. Prior to this he earned a Master’s degrees in Automatic, Informatics and Optoelectronics at the Institut national polytechnique de Lorraine, Nancy in 1992. He also specialized in Electronics relevant to civil Aviation Airsafety at ENAC Toulouse in 1985. He is currently research engineer at the Laboratoire de Mécanique et d’Acoustique of the CNRS in Marseille France that he joined in 1992. He has published 48 papers in international journals with a total of 596 citations and an h-index 13, as reported by Google Scholar. His current interests are in Solving direct and Inverse problems of linear and nonlinear acoustic wave interaction with complex media using real data in the ultrasonic, audible and very low frequency bands (fluid‐solid medium like bone tissue, soil, foams, alloys).",institutionString:"Aix-Marseille University",position:null,outsideEditionCount:0,totalCites:0,totalAuthoredChapters:"2",totalChapterViews:"0",totalEditedBooks:"0",institution:{name:"Laboratory of Mechanics and Acoustics",institutionURL:null,country:{name:"France"}}},coeditorTwo:null,coeditorThree:null,coeditorFour:null,coeditorFive:null,topics:[{id:"110",title:"Acoustical Engineering",slug:"engineering-acoustical-engineering"}],chapters:[{id:"65699",title:"How Do Acoustic Materials Work?",doi:"10.5772/intechopen.82380",slug:"how-do-acoustic-materials-work-",totalDownloads:1729,totalCrossrefCites:1,totalDimensionsCites:1,hasAltmetrics:0,abstract:"Acoustic quality of closed spaces is an increasing concern all around the world, since noise pollution is one of the main nowadays pollutants, but also one of the less considered when building designing and construction. In 2011, the World Health Organization stated that noise pollution should be treated as a public health concern: about 1 million years of human healthy life are lost yearly because of the environmental noise pollution, emphasizing on traffic noise in the cities. There are some physics phenomena that are the rule of thumb for room acoustic projects. This chapter introduces the main concepts about them: sound absorption, insulation, and diffusion. Their principles, main implementation, and computing are presented for each one.",signatures:"Alice Elizabeth González",downloadPdfUrl:"/chapter/pdf-download/65699",previewPdfUrl:"/chapter/pdf-preview/65699",authors:[{id:"64836",title:"Prof.",name:"Alice Elizabeth",surname:"Gonzalez",slug:"alice-elizabeth-gonzalez",fullName:"Alice Elizabeth Gonzalez"}],corrections:null},{id:"64842",title:"Sound Absorbing Resonator Based on the Framed Nanofibrous Membrane",doi:"10.5772/intechopen.82615",slug:"sound-absorbing-resonator-based-on-the-framed-nanofibrous-membrane",totalDownloads:1007,totalCrossrefCites:0,totalDimensionsCites:0,hasAltmetrics:0,abstract:"The sound absorbing means are based on a resonance membrane formed by a layer of polymeric nanofibers, which is restricted by a frame. The resonance membrane is then, upon impact of sound waves, brought into forced vibrations, whereby the kinetic energy of the membrane is converted into thermal energy by friction of individual nanofibers, by the friction of the membrane with ambient air and possibly with other layers of material arranged in its proximity. Moreover, part of the kinetic energy of the membrane is transmitted to the frame, to which the membrane is securely attached, and other part is converted into thermal energy due to increased friction in its inner structure, which is caused by the fact that the neighboring parts of the membrane, separated at least partially by the frame or its elements, may vibrate with mutually different periods and/or deviations. The frame is formed by a mesh of grid that can be regular in order to obtain uniform properties over the whole area of the sound absorbing material. The size and shape of the mesh affect the sound absorption or more precisely resonance behavior of the means. To obtain desired sound absorbing characteristics, the resonance membrane is connected to the frame with positive, zero, or negative tension.",signatures:"Klara Kalinova",downloadPdfUrl:"/chapter/pdf-download/64842",previewPdfUrl:"/chapter/pdf-preview/64842",authors:[{id:"207462",title:"Dr.",name:"Klara",surname:"Kalinova",slug:"klara-kalinova",fullName:"Klara Kalinova"}],corrections:null},{id:"64756",title:"Automated Classification of Microwave Transmitter Failures Using Virtual Sensors",doi:"10.5772/intechopen.81652",slug:"automated-classification-of-microwave-transmitter-failures-using-virtual-sensors",totalDownloads:955,totalCrossrefCites:0,totalDimensionsCites:0,hasAltmetrics:0,abstract:"Each year, nearly $100 M is spent replacing high-power microwave tubes in the fleet. In many cases (estimated at over 25%), tubes that are operating perfectly are inadvertently replaced because there are insufficient in-situ monitoring equipment available to diagnose specific problems within the system. High-power microwave vacuum tubes used in radar or communications systems have minimal condition-based maintenance capability and no means to identify specific component failures. This chapter presents the results from a system that uses cathode current and acoustic emission sensors combined as a virtual sensor to locate and classify microwave transmitter failures. Data will be shown which differentiate the failure mode from subsystems on a radar klystron and from a communications system magnetron. The use of the integrated condition assessment system (ICAS) to acquire and track virtual sensor data will also be described. These results offer promise of a low-cost, nonintrusive system to monitor microwave transmitters, which correctly identifies component failures avoiding incorrect replacement of high-value klystrons, magnetrons, or traveling wave tubes. This advanced technique also offers the possibility of developing built-in prognostic capabilities within the radar system to provide advanced warning of a system malfunction.",signatures:"Ayax D. Ramirez, Stephen D. Russell, David W. Brock and Narayan R. Joshi",downloadPdfUrl:"/chapter/pdf-download/64756",previewPdfUrl:"/chapter/pdf-preview/64756",authors:[{id:"137058",title:"Mr.",name:"Ayax D.",surname:"Ramirez",slug:"ayax-d.-ramirez",fullName:"Ayax D. Ramirez"},{id:"137059",title:"Dr.",name:"Stephen D.",surname:"Russell",slug:"stephen-d.-russell",fullName:"Stephen D. Russell"}],corrections:null},{id:"66723",title:"Tortuosity Perturbations Induced by Defects in Porous Media",doi:"10.5772/intechopen.84158",slug:"tortuosity-perturbations-induced-by-defects-in-porous-media",totalDownloads:848,totalCrossrefCites:0,totalDimensionsCites:0,hasAltmetrics:0,abstract:"In this chapter, we describe the effects of defects in a homogeneous saturated porous medium. Defects are modelized by inclusions which disturb the motion of the viscous fluid flowing in the pore space of the medium. The seepage rate of the fluid in the host medium and in the inclusion is given by the Darcy’s law. Disturbances thus produced modify the shape of the stream lines from which we establish the tortuosity induced by the defects and its implications on the acoustic waves propagation in saturated porous media.",signatures:"Fatma Graja and Claude Depollier",downloadPdfUrl:"/chapter/pdf-download/66723",previewPdfUrl:"/chapter/pdf-preview/66723",authors:[{id:"144519",title:"Prof.",name:"Claude",surname:"Depollier",slug:"claude-depollier",fullName:"Claude Depollier"}],corrections:null},{id:"64982",title:"Acoustics and Biological Structures",doi:"10.5772/intechopen.82761",slug:"acoustics-and-biological-structures",totalDownloads:2038,totalCrossrefCites:1,totalDimensionsCites:2,hasAltmetrics:1,abstract:"Within the context of noise-induced health effects, the impact of airborne acoustical phenomena on biological tissues, particularly within the lower frequency ranges, is very poorly understood. Although the human body is a viscoelastic-composite material, it is generally modeled as Hooke elastic. This implies that acoustical coupling is considered to be nonexistent at acoustical frequencies outside of the human auditory threshold. Researching the acoustical properties of mammalian tissue raises many problems. When tissue samples are investigated as to their pure mechanical properties, stimuli are not usually in the form of airborne pressure waves. Moreover, since the response of biological tissue is dependent on frequency, amplitude, and time profile, precision laboratory equipment and relevant physiological endpoints are mandatory requirements that are oftentimes difficult to achieve. Drawing upon the viscoelastic nature of biological tissue and the tensegrity model of cellular architecture, this chapter will visit what is known to date on the biological response to a variety of different acoustic stimuli at very low frequencies.",signatures:"Mariana Alves-Pereira, Bruce Rapley, Huub Bakker and Rachel Summers",downloadPdfUrl:"/chapter/pdf-download/64982",previewPdfUrl:"/chapter/pdf-preview/64982",authors:[{id:"270513",title:"Prof.",name:"Mariana",surname:"Alves-Pereira",slug:"mariana-alves-pereira",fullName:"Mariana Alves-Pereira"},{id:"283437",title:"Dr.",name:"Bruce",surname:"Rapley",slug:"bruce-rapley",fullName:"Bruce Rapley"},{id:"283438",title:"Prof.",name:"Huub",surname:"Bakker",slug:"huub-bakker",fullName:"Huub Bakker"}],corrections:null},{id:"65785",title:"Acoustics from Interior Designer Perspective",doi:"10.5772/intechopen.84167",slug:"acoustics-from-interior-designer-perspective",totalDownloads:1779,totalCrossrefCites:0,totalDimensionsCites:0,hasAltmetrics:0,abstract:"Should we consider the acoustics as engineering science or as architectural elements or as interior design applications? The main purpose of this chapter will focus on the differences between the three aspects of the acoustics with a special focus on the interior acoustical design. The arguments that favor the acoustic in each field are many. This chapter will clarify, strengthen, and explore the importance that has the acoustic study for the interior designing layout. From the historical eras where only material schemes were used, the acoustical treatment reached a great achievement. Nowadays, electrical, acoustical devices took place in different situations where only the materials could solve the acoustic needs. The considerations of using the electrical-acoustical devices remain under request, while their usage, only in specific conditions, a topic to highlight in this chapter.",signatures:"Naglaa Sami AbdelAziz Mahmoud",downloadPdfUrl:"/chapter/pdf-download/65785",previewPdfUrl:"/chapter/pdf-preview/65785",authors:[{id:"199698",title:"Dr.",name:"Naglaa",surname:"Sami AbdelAziz",slug:"naglaa-sami-abdelaziz",fullName:"Naglaa Sami AbdelAziz"}],corrections:null},{id:"66754",title:"Time Domain Analysis of Elastic Nonlinearity in Concrete Using Continuous Waves",doi:"10.5772/intechopen.82621",slug:"time-domain-analysis-of-elastic-nonlinearity-in-concrete-using-continuous-waves",totalDownloads:871,totalCrossrefCites:0,totalDimensionsCites:0,hasAltmetrics:0,abstract:"Concrete and consolidated granular media in general exhibit a strong nonlinear hysteretic elastic behavior when excited by ultrasonic wave perturbations. Due to the sensitivity of their elastic properties to the small changes that can appear in their microstructure, the dynamic stress-strain relationship considered at low strains is affected by the presence of microcracks and hence the progression of damage. Tracking the nonlinear behavior can be made through the dependence on the excitation amplitude of the amplitude of higher order harmonics or of the resonance frequency of the sample. The present chapter shows a time domain analysis of elastic nonlinearity based on the break of the superposition principle when ultrasonic continuous waves are propagating in concrete samples. The latter, which can be of different microstructures (grain sizes, mortar, or polymer matrix), helps to understand the physical mechanisms involved in the different nonlinear elastic responses.",signatures:"Mourad Bentahar, Charfeddine Mechri, Paola Antonaci, Antonio Gliozzi\nand Marco Scalerandi",downloadPdfUrl:"/chapter/pdf-download/66754",previewPdfUrl:"/chapter/pdf-preview/66754",authors:[{id:"269881",title:"Dr.",name:"Mourad",surname:"Bentahar",slug:"mourad-bentahar",fullName:"Mourad Bentahar"},{id:"270336",title:"Dr.",name:"Marco",surname:"Scalerandi",slug:"marco-scalerandi",fullName:"Marco Scalerandi"},{id:"270337",title:"Dr.",name:"Charfeddine",surname:"Mechri",slug:"charfeddine-mechri",fullName:"Charfeddine Mechri"},{id:"283069",title:"Dr.",name:"Paola",surname:"Antonaci",slug:"paola-antonaci",fullName:"Paola Antonaci"},{id:"283070",title:"Dr.",name:"Antonio",surname:"Gliozzi",slug:"antonio-gliozzi",fullName:"Antonio Gliozzi"}],corrections:null},{id:"64800",title:"Resonance Compression of Acoustic Beams in Crystals",doi:"10.5772/intechopen.82364",slug:"resonance-compression-of-acoustic-beams-in-crystals",totalDownloads:693,totalCrossrefCites:0,totalDimensionsCites:0,hasAltmetrics:0,abstract:"The resonant excitation of an intense elastic wave through nonspecular reflection of a special pump wave in a crystal is described. Geometric criteria are found under which mode conversion, when the incident and reflected beams belong to different acoustic branches, coexists with total internal reflection of an acoustic beam. In this case, the entire energy of an incident pump wave is spent on the excitation of a narrow intense reflected beam close in structure to an eigenmode. A consistent choice of orientations of the sagittal plane and crystal surface that excludes the reflection of a parasitic wave of leakage is found. The resonance parameters have been found for a medium with an arbitrary anisotropy. General relations are concretized for monoclinic, orthorhombic, trigonal, tetragonal, cubic, and hexagonal systems. Estimates and illustrations are given for a series of such crystals. The intensity of the reflected beam increases with its narrowing, but its diffraction divergence also increases with this narrowing. Nevertheless, the intensity of the beam can be increased by a factor of 5–10 at sufficiently high frequencies while keeping its divergence at an acceptable level. Amplification by two orders of magnitude can be achieved by compressing the beam in two dimensions through its double reflection.",signatures:"Vladimir I. Alshits, Dmitrii A. Bessonov and Vasilii N. Lyubimov",downloadPdfUrl:"/chapter/pdf-download/64800",previewPdfUrl:"/chapter/pdf-preview/64800",authors:[{id:"28859",title:"Prof.",name:"Vasilii",surname:"Lyubimov",slug:"vasilii-lyubimov",fullName:"Vasilii Lyubimov"},{id:"48507",title:"Prof.",name:"Vladimir",surname:"Alshits",slug:"vladimir-alshits",fullName:"Vladimir Alshits"},{id:"265101",title:"Mr.",name:"Dmitrii A.",surname:"Bessonov",slug:"dmitrii-a.-bessonov",fullName:"Dmitrii A. Bessonov"}],corrections:null},{id:"64566",title:"In Situ Detection of Leakages in Partition Elements through SONAH and Beamforming Techniques",doi:"10.5772/intechopen.82352",slug:"in-situ-detection-of-leakages-in-partition-elements-through-sonah-and-beamforming-techniques",totalDownloads:841,totalCrossrefCites:0,totalDimensionsCites:0,hasAltmetrics:0,abstract:"Airborne sound insulation in buildings, whether in fixed partition elements, like partitions or party walls, or mobile elements, like doors or screens, is always related to the performance of the weakest element involved. In situ assessment of airborne sound insulation in building elements can be carried out by pressure techniques or sound intensity techniques. Sound pressure techniques are very quick but fail to discriminate the sound insulation contribution of each building element involved. Sound intensity techniques, on the other hand, allow to determine the sound transmission of each element and also to discriminate indirect transmissions up to a certain degree. In order to find areas with high sound transmission, such as leakages or weakened regions, a large number of measurements on the building element surface have to be performed. Moreover, the sound intensity technique is very time-consuming, because it is necessary to carry out the measurement in each grid point defined. This chapter describes the use of beamforming and SONAH techniques to detect areas with lower airborne sound insulation in a building element. These techniques unify the advantages of both, pressure and sound intensity techniques, allowing the quick visualization of leakages or weakened areas of different building elements.",signatures:"José A. Ballesteros, Samuel Quintana and Marcos D. 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Volume",chapterContentType:"chapter",authoredCaption:"Edited by"}}},ofsBook:{item:{type:"book",id:"11867",leadTitle:null,title:"Echocardiography",subtitle:null,reviewType:"peer-reviewed",abstract:"\r\n\tAlthough the diagnosis and overall survival of patients with various cardiac diseases have improved in the last years, there still remains a significant proportion of patients with unfavorable prognoses. The evaluation of these patients necessitates effective imaging techniques in both diagnosis and long-term follow-up. Even though Cardiac Magnetic Resonance imaging is currently the imaging modality of choice for tissue characterization, advanced echocardiography represents a modern alternative. Speckle tracking echocardiography can be used to assess myocardial deformation at both segmental and global levels. Since distinct myocardial pathologies affect deformation differently, information about the underlying tissue can be offered by strain imaging. Echocardiography advances also show promising results in the improvement of diagnostic accuracy, management, and follow-up and a major advantage of echocardiography over other imaging modalities is the ability to use it in real-time, in the cardiac catheterization laboratory, allowing for the performance of imaging immediately before, during, and after interventional procedures. Furthermore, the prevalence of adult congenital heart disease continues to grow due to advances in surgical and diagnostic techniques. Echocardiography has proven to be a useful tool in the diagnosis and follow-up of these patients, both after percutaneous and surgical procedures, and its utility has expanded significantly due to the development of better technology. In addition, stress echocardiography could be useful in the evaluation of several cardiac diseases and should be preferred over other imaging modalities due to the lower cost, wider availability, and radiation-free nature.
\r\n\tThis book intends to provide the reader with a comprehensive overview of the current state-of-the-art novel imaging techniques by focusing on the most important evidence-based developments in this area.
The medical profession has been generally very slow to acknowledge the importance of sleep medicine and sleep research. The tendency to sleep less — perhaps 20% less in industrialized countries than a century ago — has serious consequences for economy and public safety. According to US National Science Foundation data, 75% of patients report sleep problems, but less than one-third were asked by their doctors about it, and one-third of American drivers admit to having nodded off behind the wheel [1]. Furthermore, the mounting body of evidence links lack of sleep to anxiety, many mental and neurodegenerative diseases [2–4], cardiovascular and respiratory disorders [5, 6], and obesity [7–9].
\nOn the other hand, our knowledge of the neural substrates for sleep/wake states and sleep-related behavior disorders regulation in health and the diseases, over more than 50 years of sleep research, is based on the experiments in animal models, pharmacotherapy, central nervous system lesions, and the neuropathological studies in humans [2].
\nBut, we still do not know why we sleep [10], and only further work in fundamental multidisciplinary and clinical research between sleep and neurodegenerative disease investigators is promising to enable us understand normal and abnormal sleep, and to provide new insights into preventive or disease-altering approaches for therapy.
\nSleep is a complex, global and reversible behavioral state of all mammals, that is homeostatically regulated [11, 12]. It is also defined as a rapidly reversible state of immobility and reduced sensory responsiveness [12]. Still, there is no definition that has succeded in satisfying all aspects of sleep. The failure to define sleep as a single behavior lies in several facts [11, 13]: (1) sleep is not a homogenous state, but continuum of a number of mixed states; (2) the control mechanisms of sleep are manifested at all levels of biological organization - from genes and intracellular mechanisms to the networks of neuronal populations within the central nervous system that control movement, arousal, autonomic functions, behavior and cognition; (3) the activity and interactions of these neurochemically greatly heterogenous neuronal populations are dependent on two nested biological rhythms — the circadian rhythm of wake/sleep and about 90 minutes long periodic cycles of non-rapid-eye-movement (NREM)/ rapid-eye-movement (REM) sleep as two main sleep states [11–13].
\nBrain neurodegenerative diseases, like Alzheimer’s (AD), and Parkinson’s (PD) diseases, are devastating and rather common diseases. According to Nussbaum and Ellis [14] their prevalence is 0.5–1%; increasing to 1–3% for PD, and up to 50% for AD in ages over 69. In spite of a long knowledge of their clinical description and brain pathology (lesions of the cholinergic neurons in basal forebrain, lesions of the dopaminergic neurons in substantia nigra, etc.), they remain incurable with only limited success in temporal amelioration of their symptoms. Their symptoms are either cognitive (dementia in AD), or motor (tremor and bradykinesia in PD) or eventually both, and with age they progress to affective and cognitive deterioration as well as autonomic and sleep related behavioral disturbances. Clinical symptoms first appear at 65–69 years on average, but there are indications that subclinical features may start many years earlier. Namely, the patients with REM sleep behavior disorder (RBD) face close to a 20% 5-year risk of developing PD or dementia, and that risk rises to more than 40% after 10 years, and exceeds 50% after 12 years.
\nIt is well known that human development, maturation, healthy aging [15, 16], and many neurological diseases [2] are associated with profound changes in sleep/wake states distribution and with variety of the sleep-related behavioral disorders. Neurodegenerative diseases such as AD and PD involve the selective loss of specific neuronal populations within the brain. Human studies evidenced that sleep/wake cycle disturbance, as no cognitive symptom of dementia, precedes on average 3 years before the clinical diagnosis of the AD [17], and that RBD, reflecting an underlying synucleinopathy neurodegeneration, precedes as a symptom the onset of motor and cognitive disturbances by years or decades, with presence of the α – synuclein protein pathology within the REM sleep-related regulatory structures of the dorsal midbrain and pons at the onset of disease, with ascending pattern of neurodegeneration progression from brainstem to basal areas of the brain [3].
\nGenerally, the activation state of mammalian neocortex is regulated by a complex interplay of cortical and subcortical neuronal networks. Slow EEG oscillations are present in isolated neocortical tissue, while high-frequency oscillations (β and γ frequency oscillations) are not, suggesting a dependence on subcortical impulse flow [18]. The cholinergic afferent fibers system originating in the basal forebrain plays a critical role in switching cortical activity from deactivated slow to high-frequency, activated EEG patterns. Inputs to the cortex originated in the thalamus constitute the second major system involved in regulation of the cortical activity, and the pedunculopontine tegmental nucleus (PPT - the cholinergic nucleus within the pons; the main thalamo-cortical cholinergic source of innervation) efferent fibers exert, through the thalamus, widespread control over neocortical EEG activation during waking and REM sleep. Because direct projections from the PPT reach both the basal forebrain and thalamus, this nucleus is an ideal candidate to study the integrated contributions of these two systems to regulating activation of the neocortex [18]. PPT is postulated to have important functions relevant to the regulation of REM sleep [19, 20], arousal [21–29], and various motor control systems [30–32], including breathing control [33–38]. In addition, the PPT has a central role in the REM sleep phenomenon control [39–41], and each individual REM-sleep-sign generating nucleus receives afferent inputs from PPT [28].
\nDegeneration of the PPT thalamo-cortical cholinergic neurons was related to RBD [42], and to the motor control impairment, including falls in PD [43, 44.] Recent PET imaging [45] and neuropathological studies [44] suggested that the neurodegeneration of thalamic cholinergic afferent projections may contribute to the PD specific motor and cognitive abnormalities [45]. Clinical studies also evidenced the beneficial effect of AChE inhibitor donepezil in 50% reduction of falls in PD patients [46], and suggested that PD is a neurodegeneration of different CNS systems [44].
\nObviously, counseling and prevention of AD or PD would be highly enriched by the development of a practical, sensitive and reliable methodology for detecting those patients with RBD, or other sleep disorders who are at risk for developing AD or PD.
\nIn this chapter we will give an overview of our results in the animal studies related to the importance of thalamo-cortical cholinergic brain system (the PPT cholinergic neurons) in the disorders of sleep and motor control during sleep, which is of particular relevance to PD.
\nIn our studies we used the bilateral PPT lesioned rats as the “
The animals were maintained on a 12-hour light-dark cycle, and were housed at 25°C with free access to food and water, and all experimental procedures were in accordance with the EEC Directive (86/609/EEC) on the protection of animals used for experimental and other scientific purposes, and were approved by the Ethical Committee for the Use of Laboratory Animals of the Institute for Biological Research "Sinisa Stankovic", University of Belgrade (Approval No 2-21/10).
\nWe implanted under ketamine/diazepam anesthesia (Zoletil 50, VIRBAC, France, 50 mg/kg; i.p.), in 2.5 months old rats, 4 epidural parietal stainless-steel screw electrodes for electroencephalographic (EEG) cortical activity recording: 2 in the motor (MCx; A/P: +1.0 mm from bregma; R/L: 2.0 mm from sagittal suture), and 2 in the sensorimotor (SMCx; A/P: -3.0 mm from bregma; R/L: 2.0 mm from sagittal suture) cortex [54]. Bilateral electromyogram (EMG) stainless steel teflon coated wire electrodes (Medwire, NY, USA) were implanted into the dorsal nuchal musculature to assess skeletal muscle activity, and a stainless-steel screw electrode was implanted in the nasal bone. All the electrode leads were soldered to a miniature connector plug (39F1401, Newark Electronics, Schaumburg, IL, USA), and the assembly was fixed to the screw electrodes and skull using acrylic dental cement (Biocryl-RN, Galenika a.d. Beograd, Serbia).
\nDuring surgical procedure for the EEG and EMG electrodes implantations we performed the bilateral PPT lesions (Figure 1A). These excitotoxic lesions were induced by the stereotaxically guided microinfusion of 0.1 M ibotenic acid (IBO)/ 0.1 M phosphate buffered saline (PBS) bilaterally into the PPT (A/P: –7.8 mm from bregma; R/L: 1.9 mm from sagittal suture; D/V: 7.0 mm from the brain surface), using a Digital Lab Standard Stereotaxic Instrument with a Hamilton syringe (1 μl). The IBO (Sigma; pH = 7.4) concentration was chosen on the basis of previous studies [49–53, 55]. The microinfusions were introduced at a volume of 100 nl, using a single, 60 s pulse.
\nAt the end of surgical procedure, the scalp wounds were sutured and the rats were allowed to recover 13 days before their adaptation to the recording cable and plexiglass chamber (30 cm x 30 cm x 30 cm) for one day. The EEG and EMG activities were carried from the connector plug on the rat head by cable, passed through a sealed port on the recording box, and differentially recorded. Differential mode consisted of 6 inputs (left MCx, right MCx, left SMCx, right SMCx, left EMG, right EMG), each with a (+) on the left and a (–) on the right side and all with the same ground (a screw electrode implanted in the nasal bone). The activities were displayed on a computer monitor, and stored on disk for further off-line analysis (Figure 1Ba). After conventional amplification and filtering (0.3–100 Hz band pass; A-M System Inc. Model 3600, Carlborg, WA, USA), the analog data were digitized (sampling frequency 256/s), and recorded for 6 h, during the normal inactive circadian phase for rats (from 9 a.m. to 3 p.m.), using DataWave SciWorks Experimenter Version 8.0 (Datawave Technologies, Longmont, CO, USA).
\nAdditionally, we have followed the impact of different anesthetized states of surgical level in all the experimental groups, during 20 min of ketamine/diazepam or pentobarbital anesthesia [52], and we recorded EEG and respiratory movements using the piezo electric strain gauge (Infant-Ped Sleepmate Technologies, Midlothain, VA).
\nThe stability of the anesthesia was estimated on the bases of the observed loss of consciousness, muscle atonia, absence of tail-pinch, ear-pinch (analgesia) and corneal reflexes before the onset of each 20 min recording of the stable anesthetized state, and on the bases of polygraphic recording during the experimental procedure, including regular breathing pattern [52]. In all acute experiments, the anesthesia was administered at 9 a.m.
\nWe identified the PPT lesions by NADPH - diaphorase histochemistry [56], and we quantified the PPT cholinergic cell loss using Image J 1.46 software. NADPH - diaphorase positive cells were counted in three 40 μm thick coronal sections per each brain within an overall rostro-caudal PPT dimension [49–53]. The number of NADPH - diaphorase positively stained cells was intended to provide an estimate of the lesion damage or the cholinergic neuronal numbers, rather than an attempt to determine the absolute numbers of cholinergic neurons within the PPT. The cholinergic neuronal loss was expressed per each brain side, and per each defined stereotaxic range, within the overall PPT rostro-caudal dimension, as the percent difference of NADPH - diaphorase positive cells versus the controls. Namely, all percent differences were expressed with respect to the mean control absolute numbers per each stereotaxic range taken as 100%. All statistical analyses for the PPT cholinergic cells number changes were done using nonparametric Mann-Whitney U two-tailed tests [49–53]. We have shown that by using a 100 nl microinfusion of 0.1 M IBO for the excitotoxic PPT lesion we induced the partial bilateral lesions of the PPT pars compacta (as dominantly cholinergic part of the PPT), and we achieved the selectivity of the lesions within the PPT limits (Figure 1Ca,b). We have demonstrated (Figure 1Ca,b,c) that the cholinergic neuronal loss induced by our methodological approach was > 20% throughout the overall rosto-caudal dimension within the each brain side [49–53].
\nAnalysis of the recorded signals was conducted using original software we developed [48–53] using MATLAB 6.5 (Figure 1Bb,c). We applied Fourier analysis to the signals acquired throughout each 6 h recording (2160 10 s Fourier epochs), and each 10 s epoch was differentiated as Wake, NREM or REM state (Figure 1Bb) for further analysis of the Wake, NREM and REM related EEG relative amplitudes of all the conventional frequency bands (δ = 0.3–4 Hz; θ = 4.1–8 Hz; σ = 10.1–15 Hz; β = 15.1–30 Hz; γ = 30.1–50 Hz).
\nWe particularly analyzed two distinct REM clusters that emerged within the scattergrams, and each REM 10 s epoch was differentiated, based on the EMG power, as REM with higher muscles tone (REM1) or REM with atonia (REM2). Differentiation of the Wake epochs from sleep epochs, and further differentiation of the NREM and REM/REM1/REM2 epochs was achieved using the two clusters K means algorithm (Figure 1Bb; Figure 2A). We improved these differentiation results by using the logarithmic values of quantities on both axes [48–53].
\nTo analyze the sleep/wake state related EEG amplitude changes we calculated group probability density distributions of all the Wake, NREM and REM/REM1/REM2 conventional EEG frequency bands relative amplitudes over 6 h, using the Probability Density Estimate (PDE) routine supplied with MATLAB 6.5 (Figure 1Bc; Figure 2B). In order to eliminate any influence from absolute signal amplitude variations on the recordings, we computed the relative Fourier amplitudes [48–53, 57]:
\nFor each sleep/wake state and each frequency band, PDE analysis was performed on the ensembles of relative amplitudes by pooling measured values
Additionally, we have analyzed the Wake, NREM and REM/REM1/REM2 corticomuscular coherences (CMCs) separately for each experimental group, each state, and for all the conventional EEG frequency bands (Figure 2C; Figure 3D), using the SMCx or MCx EEG, and the EMG of the dorsal nuchal muscles [51, 53, 57]. CMC values were calculated using the “cohere” routine of the MATLAB 6.5 Signal Processing Toolbox. It actually computes the magnitude squared coherence between signals
where
Namely, previously identified Wake/NREM/REM/REM1/REM2 EEG and EMG 10 s epochs were concatenated and pooled within each experimental group of rats. Then, the CMC spectra were calculated for every 60 min of Wake and NREM, and for every 30 min of REM/REM1/REM2, using 10 s FFT epochs for the MATLAB “cohere” routine, resulting in 0.1 Hz frequency resolution. Then, the CMC values within each conventional frequency band (δ, θ, σ, β, γ) were averaged for each spectrum, and finally their means were calculated from the collection of all available CMC spectra, for each state.
\nWe have also drawn the REM sleep EEG spectrograms (Figure 3B) or the EEG spectrograms of distinct anesthetized states at surgical level (Figure 4Ab, Figure 4Bb) using the same Fourier analysis parameters: a 10 s Fourier epoch, resulting in 0.1 Hz y-axis frequency resolution; a 10 s moving Fourier epoch step, yielding the same x-axis time resolution.
\nFor the respiratory pattern time-domain analysis during anesthesia, the respiratory signal was passed through a 0.5–5 Hz band pass filter to remove baseline drift and attenuate the high frequency noise and we used our originally developed analysis for breath detection, differentiation, and the quantification of the eupnea, bradypnea/apnea and sigh breath-to-breath intervals within the respiratory pattern. All the details for the respiratory pattern analysis are explained elsewhere [52].
\nFor the statistical analysis of PDE/6 h and CMC/6 h we calculated the relative amplitude means for Wake and NREM per each 60 min, and for REM/REM1/REM2 per each 30 min. Further, we employed the Kruskal-Wallis ANOVA and Mann-Whitney U two-tailed tests for the statistical analysis of all group means over 6 h: the group mean durations of Wake, NREM, and REM/REM1/REM2; the group mean number and group mean duration of Wake, NREM and REM/REM1/REM2 episodes; the group means of Wake, NREM and REM/REM1/REM2 EEG relative amplitudes for all frequency bands; and the group CMC means of Wake, NREM and REM/REM1/REM2. In all cases the differences were considered statistically significant for p ≤ 0.05.
\nOur studies in the rat model “
Furthermore, our studies have shown for the first time that the bilateral PPT cholinergic neuronal loss in rat was differently expressed in sensorimotor vs. motor cortex (Figure 2A, B), and the differing EEG microstructure and transition structure, particularly within the motor cortex and during NREM and REM sleep are the hallmarks of lesion [50]. Moreover, the bilateral PPT lesion increased a likelihood of the emergence of two REM sleep states [51], particularly within the motor cortex (Figure 2A): REM1 (REM without atonia, or “sigma coherent REM”), and REM2 (REM with atonia, or “theta coherent REM”). Namely, aside from the differential total EMG power of the dorsal nuchal musculature (Figure 2A), REM1 and REM2 have the topographically distinct EEG microstructures (Figure 2B) and cortical locomotor drives (Figure 2C) from the sensorimotor and motor cortices to dorsal nuchal muscles. These PPT lesion induced alteration of the cortical drives are commonly expressed as the impaired theta and sigma cortico-muscular coherences [51]. Although the bilateral PPT lesion altered both cortical drives during both REM states [51], its impact was more severe during REM2 state (healthy REM, REM with atonia), and more severely through the sensorimotor cortical drive (there were the impaired theta, sigma, beta and gamma coritco-muscular coherences). These results indicate the simultaneous breakdown of the PPT cholinergic direct ascending thalamo-coritcal control, and the indirect descending control of the REM sleep atonia regulatory circuitry, for the emergence of two differential REM states following the bilateral PPT lesion in rats [51].
\nWe have also demonstrated the age-related and topographically specific EEGs and cortical drives alterations during sleep in the PPT lesioned rats (Figure 3). The hallmark of earlier aging onset in the PPT lesioned rats vs. physiological controls was the augmented EEG sigma amplitude within the motor cortex during REM (Figure 3A, B, C), as the unique pathological phenomenon [53]. Beside this EEG microstructure disorder during REM sleep, we have evidenced for the first time the altered cortical drives as the hallmarks of the earlier aging onset during severely impaired PPT cholinergic control (Figure 3D). This compensatory and aging induced plasticity was differently expressed through the sensorimotor cortical drive alterations, but it was broadly and commonly expressed through the motor cortical drive alterations during all the sleep/wake states [53]. Namely, during severely impaired PPT thalamo-cortical innervation aging consistently increased the motor cortical delta, theta, sigma and beta drives during NREM and REM sleep (Figure 3D).
\nFurthermore, we have shown that distinct anesthetic regimens at surgical level were expressed differently in the bilaterally PPT lesioned rats (the rat model of cholinergic PD neuropathology) vs. physiological controls (Figure 4A, B) in terms of the EEG microstructure, respiratory pattern, and post-anesthesia sleep [52]. Namely, the ketamine/diazepam anesthesia induced more alterations in the EEG microstructure and respiratory pattern (Figure 4A) than did the pentobarbital anesthesia (Figure 4B) in the PPT lesioned rats vs. physiological controls [52]. Although the ketamine/diazepam anesthesia at surgical level induced the apneustic breathing pattern in the PPT lesioned rats, the equal time to establish an anesthetized state in the PPT lesioned rats vs. control rats, and the long-term post-anesthesia suppressive effect on the augmented cortical activation during NREM (the augmented beta and theta amplitudes during NREM as a hallmarks of the PPT lesion), suggested the ketamine/diazepam anesthesia as potentially more beneficial both for anesthesia induction and post-anesthesia sleep in the surgical procedures of elderly, Parkinson’s and Alzheimer’s patients.
\nOur studies have shown that the sleep/wake states related disturbances were topographically differently expressed within the sensorimotor and motor cortex in terms of their EEG microstructure and transitions structure, particularly during NREM and REM sleep, in the rat model of severely impaired PPT cholinergic thalamo-cortical innervation [49, 50]. Moreover, we have evidenced the emergence of two REM sleep states in the bilateral PPT lesioned rats, differential with regard to the total EMG power, the topographically distinct EEG microstructures and the sensorimotor and motor cortical drives to the dorsal nuchal muscles. These altered cortical drives were commonly expressed during both REM states, as the impaired beta oscillation drive [51]. In addition, the sensorimotor cortical drive was altered more severely during “healthy” REM (REM with atonia, theta REM) than during the emerged pathological REM (REM without atonia, sigma REM).
\nIt is well known that the output of the basal ganglia (the efferents from globus palidus internus and substantia nigra pars reticulata) is sent primarily to thalamus and from there to the frontal cortex, forming the partially closed cortico-basal ganglia loop. PPT, as the main source of thalamo-cortical cholinergic innervation, monosynaptically innervates the substantia nigra and to less extent the globus palidus internus [58], but through its descending cholinergic efferents indirectly promotes REM sleep atonia [59–61]. Therefore, the degeneration of PPT cholinergic neurons could underlie the motor symptoms in patients with PD and RBD [59]. Since the PPT may be severely affected by PD pathology, it is regarded as a promising target for therapeutic deep-brain stimulation [59].
\nHowever, our understanding of the PPT role in PD pathogenesis is limited by the lack of a suitable model of PPT cholinergic neuronal degeneration. All animal models [62–65], the toxic and transgenic animal models, have their own specificities and limitations that must be carefully taken into consideration when choosing the model to be used, and when interpreting the results. For example, recent studies [66, 67] demonstrated different results within the PPT, as a consequence of the substantia nigra dopaminergic neuronal loss caused by 6-OHDA or Lactacystin: mostly non-cholinergic PPT neuronal loss [67] vs. mostly PPT cholinergic loss [66]. We have overviewed our results in the animal model of severe PPT cholinergic neuropathology (the rat model of PD cholinergic neuropathology) to provide new insights into the importance and relevance of thalamo-cortical cholinergic system regulatory role in sleep and motor control in PD.
\nThis work was supported by Serbian Ministry of Education, Science and Technological Development Grant OI 173022.
\nFarming systems play a critical role in ensuring food security worldwide, and healthy soils are necessary for sustainable food production. Farming systems are under huge pressure to meet the increasing demands of agricultural commodities due to an increasing global population and climate change. Farming systems try to meet growing demands through intensified agriculture. Intensified agriculture poses a threat to sustainable farming as it affects the quality of natural resources [1]. Monoculture farming, heavy use of off-farm inputs, and machinery have multifaceted negative impacts on the environment and soil health [2]. The intensive nature of conventional farming raises the risk of soil degradation. Moreover, land and soil degradation have increased dramatically because farming systems have transitioned from high manpower and low input production to low manpower, high use of external inputs, and a highly mechanized system. Machines with more horsepower that move faster than required speed harm the quality and health of the soil. This also increases the loss of soil organic matter, slows water infiltration, and lowers the soil’s ability to hold water, all of which are prerequisite for sustainable production [3]. Thus, degradation of land and ecological system services due to intensified agriculture should be avoided, and previous degradation of land must be remedied for sustainable farming [4].
In addition to intensified agriculture, climate change also poses a serious threat to global farming sustainability. Agriculture accounts for nearly one-fourth of total global greenhouse gas emissions and is also directly affected by the effects of climate change [5]. Thus, agriculture is both a cause and an affectee of climate change [6]. Moreover, extreme climatic events are occurring more frequently and are having a severe impact on agriculture by degrading soil and land health [7].
Climate change and land degradation necessitate a more sound and sustainable farming production paradigm that is both environmentally sustainable and economically profitable without compromising yield and productivity [5]. Furthermore, the production system’s flexibility and strength must be increased in response to shocks and stress caused by climate change. Similarly, increasing biodiversity above and below ground in the crop production system has numerous important benefits that improve soil health and enable farmers to produce in a way that is supported by society [8]. All of these measures result in sustainable farming, which includes increased production (economic sustainability), a healthier environment, and high resilience to climatic shocks and stress (environmental sustainability) [9]. To conserve and enhance the natural habitats and resources of the environment, “sustainable production intensification” is a new production paradigm [10], which acknowledges the prerequisite for productive and remunerative farming [4, 11]. So, all of these goals can be reached with a no-till method, which is also called Conservation Agriculture (CA). Tillage has a significant impact on soil health because it disrupts the soil’s water retention capacity, temperature, and evapotranspiration process [1]. Furthermore, tillage results in a significant loss of soil organic carbon [12].
CA is a sophisticated modern production system that enables farmers to perform sustainable production, which leads to the achievement of sustainable farming goals [13]. Somasundaram et al. [14] define “CA” as “a set of management practices for sustainable agricultural production that avoids excessive soil disturbance in order to protect it from soil degradation processes such as erosion, compaction, structural/aggregate breakdown, loss of soil organic matter, and nutrient leaching. FAO [15] defines CA as a farming system that promotes minimum soil disturbance, the maintenance of a permanent soil cover, and the diversification of plant species. Thus, CA has three principles, which are as follows: 1) low mechanical soil disturbance; 2) permanent soil cover; and 3) diversification (Figure 1).
Principles of conservation agriculture.
No-tillage, minimal disturbance, and direct seeding without tilling the soil are all examples of minimal mechanical soil disturbance. It explains how to cause the least amount of soil disturbance through cultural farm practices or mechanical operations. Direct seeding into soil is encouraged for sustainable farming [16]. FAO [15] also suggested that the disturbed area should be 15 cm wide or less than 25% of the total cropped area. Minimal or no-tillage is an effective erosion control measure that increases fertilizer and water use efficiency and crop yield [17].
Permanent organic soil cover refers to the ground surface’s permanent biomass soil mulch cover. It is particularly encouraged when there is a long gap between harvesting and planting the next crop [15]. Crop biomass, cover crops, and rootstocks can all be preserved. Microbes decompose the cover crop naturally in the soil [18]. When the field is empty, it protects the soil and mobilizes and accelerates the nutrient recycling process. Soil cover also preserves the soil structure and reduces hardpans and compacted layers. Moreover, it also reduces weed growth and pest attacks.
Diversification refers to the preservation of soil nutrients through crop rotation, which entails the proper sequence and association of annual and perennial crops, as well as a balanced mix of legume and nonlegume crops [5]. Crop rotation feeds the soil because many nutrients leach down to the deeper layers of soil and are no longer available for better crop growth. These nutrients are naturally recycled through proper and balanced crop rotation [15].
As a result, CA is critical for sustainable farming, and this chapter will discuss CA’s brief history and current global situation. Furthermore, the chapter will discuss the role of CA in sustainable farming and list the CA practices that are being implemented on farms around the world. The chapter also aims to provide information on the challenges that farmers face when implementing different farm practices on their farms and concludes with policy recommendations for improving the CA situation, especially in developing countries.
Tillage is the use of farm machinery to manipulate soil. Tillage has a long history, dating back a million years, when men transitioned from hunting to sedentary and conventional farming, particularly in the Nile, Euphrates, Tigris, Indus Valley, and Yangtse valleys [19]. Tillage was traditionally used to soften the soil layers for seedbed preparation, control and manage weeds, and improve the oxidation mineralization process [13]. In the years following the industrial revolution in the 1990s, the invention of the engine made machinery available for performing farm activities, such as plowing, planking, seed drilling, and so on. In the Midwestern United States, dust bowls destroyed large areas, and tillage-based farming was called into question for the first time in history in the 1930s [20]. As a result, for the first time, CA practices such as reducing tillage and covering the soil for soil protection were adopted on farms. The seedling machine was invented in the 1990s, allowing seeds to be planted without disturbing the soil. CA was first theoretically proposed in 1943 by Edward H. Faulkner in the manuscript “Plowman’s Folly” [21]. The CA idea has become more and more popular over time and is used a lot in sustainable farming.
No-tillage was first used in farming in Brazil in the early 1970s, and agriculture has been transformed by incorporating no-tillage practices into the farming system known as CA today. Furthermore, in the 1970s, no-tillage was practiced in West Africa [22, 23]. Before CA reached a significant adoption level in South America and the rest of the world, significant improvements in farm equipment and agronomic practices regarding CA were made and developed to enhance crop growth and machine efficiency. Also, as fuel prices went up in the 1970s, farmers switched to a system that farming resources. Commercial farmers used the CA to avoid soil erosion caused by drought, along with the fuel-saving system [24].
Since the early 1990s, the CA has become well known and has spread rapidly, and agricultural systems in Brazil, Paraguay, and Argentina have been transformed into CA. The development of the CA system drew the attention of the rest of the world, and international organizations such as FAO, CGIAR, IFAD, EU, ACT, CIRAD centers, and many others began to take an interest in the CA system’s promotion. Following that, a study tour to Brazil, research projects, and workshops were organized all over the world to raise awareness and increase CA adoption. After that, CA adaptation has been observed in African countries such as Tanzania, Zambia, and Kenya, as well as in Asia, particularly in China, Pakistan, India, and Kazakhstan. The CA was also significantly adapted in developed countries such as Australia, Spain, Canada, and Finland at the end of the millennium [25]. The CA adaptation is not restricted to specific geographical and ecological environments. Farmers practice it from the Arctic Circle (e.g., Finland) to the tropics (e.g., Uganda, Kenya). CA has also been adopted at 3000 m altitude and under severe environmental conditions with 250 mm of rain a year (e.g., Morocco, Western Australia), as well as in countries such as Brazil and Chile where heavy rainfall occurs during the whole year. No-tillage is also used in sandy and clay soil types. It is used in soils ranging from 90% sand (as in Australia) to 80% clay (as in Brazil’s Oxisols and Alisols). Similarly, the CA system can grow any crop [20, 26].
CA is currently practiced in over 79 countries worldwide [5], and the number of farmers adopting CA practices on farms is increasing in both developed and developing countries due to its beneficial effects on farm resources and crop production. CA is practiced on every continent, but Europe has the most countries that have adopted CA (Figure 2). CA has also begun to gain traction in Asia and Africa, with the number of countries adopting CA on these two continents increasing significantly over the last decade.
Area under CA and number of adopting countries on each continent.
Despite the fact that the number of countries adopting CA has increased significantly, the area under CA remains minimal in comparison to the total world cropped area. In 2015/16, the total area under CA in the world was 180.44 million hectares. Europe has a large majority of CA-adopting countries, but its share of the total global CA area is negligible. Similarly, Asia and Africa contain significant world agricultural land as well as habitats for the world’s large population, which is more vulnerable to climate change and food insecurity, but their share of total CA world area is also minute. The United States and the Caribbean countries that practice CA have the largest share of the total CA area in the world, followed by Australia and Oceania. Table 1 depicts the major CA adopting countries by area on each continent. The United States accounts for nearly one-third, with Brazil accounting for nearly one-fourth of the total area under CA in America and the Caribbean countries. Australia is the largest CA adopter on the Australian continent. CA was widely practiced in Asia, with China accounting for nearly two-thirds of the total area covered, followed by Kazakhstan. Russia and Spain were major contributors to the CA area in Europe. South Africa alone accounts for nearly one-third of the total area under CA on the African continent.
Continent/country | CA area share (%) |
---|---|
America and the Caribbean | |
United States | 32.47 |
Brazil | 24.05 |
Australia and Oceania | |
Australia | 98.39 |
New Zealand | 1.61 |
Asia | |
China | 64.61 |
Kazakhstan | 17.95 |
Europe | |
Russia | 54.01 |
Spain | 9.72 |
Africa | |
South Africa | 29.09 |
Zambia | 20.94 |
Countries with the highest share in area under CA in their continents.
Sustainable development is defined as “the ability of the current generation to meet their needs without jeopardizing future generations’ ability to meet their own needs” [27]. In order to apply the concept of sustainable development to farming, farming must be socially acceptable, economically viable, and environmentally friendly. Farming will therefore be sustainable if it is socially, economically, and environmentally sustainable [28]. Hobbs et al. [13] described CA as a modern way of farming that helps farmers achieve their goals of sustainable development through sustainable farming.
The impact of CA on crop yield can be used to explain CA’s role in achieving economic sustainability [29, 30]. A high crop yield is one of the farmer’s primary goals in order to enjoy a good economic return. Crop yield is affected by numerous management (timely and proper application of off-farm inputs) and ecological factors (uneven rains, harsh weather, water deficiency, etc.). CA is critical in reducing the negative impact of these factors on crop yield. No-tillage, for example, improves soil fertility and structure while also softening the soil, which improves seed germination and crop growth [31]. A well-grown crop with good germination results in a good crop yield, which increases the crop surplus. Farmers make a good profit from the high crop surplus, which lets farmers keep their high standard of living. CA also boosts crop yield and economic returns, which makes farming socially and economically more sustainable. Thus, the CA improves farmers’ long-term welfare by increasing crop yield, high economic returns, and food security [32, 33, 34, 35].
Zheng et al. [36] discovered that adoption of CA practices has a positive impact on crop yield in China. The study showed that adoption of CA on farms significantly increases crop yields. However, the impact of CA on crop yields is dependent on geographical location, climatic conditions, and the type of adopted CA practice. The study also found that conventional tillage with straw retention produced better crop yields than no-tillage with straw retention. Moreover, the study also reported that CA practices produce better results in geographical locations with annual precipitation of less than 600 mm and a mean temperature of greater than 5°C. The potential for high crop yields with CA is greater in rain-fed areas than in conventional tillage systems [37]. The CA is more effective in terms of yield and farm productivity effects when all three CA principles are implemented in combination than when they are implemented alone on farms. Even sometimes, CA principles implemented separately can have a negative impact on farm productivity. Pittelkow et al. [29] stated that no-tillage has a negative impact on crop yield, but when combined with the other two principles (cover crops and crop rotation); it generates an equal or greater crop yield than conventional agriculture. Therefore, no-tillage, cover crop, and diversification (crop rotation) produce high crop yields ensuring the CA system’s economic sustainability [38, 39, 40].
The widespread adoption of three CA principles around the world has ushered in a new era of environmental control and mitigation for damages associated with conventional agriculture. No-tillage leaves the soil untouched, improving its physical properties, which is a major component of the environment. The organic carbon stock is three times more concentrated in the soil than in the atmosphere [31, 41]. Increased soil carbon level is highly associated with increased soil carbon level through improved mineralization processes, which reduces the negative effects of climate change on crop yield [42, 43]. CA provides climate-smart sustainable farming systems that enable farmers to cope with the adverse impacts of climate change [44]. Similarly, growing cover crops on fallow lands lowers the risk of soil erosion [45]. By covering the field where no primary crop is grown, it can control weed germination and enhance N-input leaching [46]. It also increases the soil’s water-holding capacity, promotes microbial activity, maintains soil structure and porosity, and balances the nutrient cycle [47, 48, 49, 50]. Similarly, crop rotation reduces climate vulnerability and improves soil health by reducing herbivores, increasing yields, and generating high economic benefits. It also provides a more stable planting system in extreme weather conditions [51, 52, 53]. Likewise, CA improves soil fertility [54], reduces soil erosion [55], improves water filtration and retention, and reduces greenhouse gas emissions [56], all of which contribute to the farming system’s high environmental sustainability.
Therefore, the CA is an ideal solution for resolving the environmental problem in agriculture. CA’s associated environmental benefit improves agriculture’s environmental sustainability.
Moreover, CA also contributes to social sustainability by increasing gender equality, labor participation, and farmer welfare, and it is expected that promoting the CA farming system will increase the participation of women in farming [57]. For example, women’s participation in Zimbabwe increased grain yield and improved food diversity and security. Furthermore, the use of CA has altered intra-household decision-making between males and females. Women’s participation in decision-making, crop management, and improved agency were observed in Zimbabwe [58, 59]. Furthermore, crop residue retention can be used to describe the labor requirements of CA [60]. Women practicing CA are good time managers because they start clearing land on time to prepare it for early planting [61].
Based on the preceding discussion, it is clear that CA adoption helps farmers cope with climate change while also increasing farm-level sustainability (social, economic, and environmental). Thus, adoption of CA works as a driver of sustainable farming, as depicted in Figure 3. CA principles provide multifaceted benefits that lead to sustainable farming. Improving soil fertility, for example, improves farmers’ economic conditions, which in turn affects farms’ economic and social sustainability. Similarly, reducing the use of machinery for tillage reduces greenhouse gas emissions while also reducing costs, which helps to improve environmental, economic, and social sustainability. As an outcome, CA’s minimal soil mechanical disturbance principle influences all three dimensions of sustainability. Similarly, the other two CA principles help farmers improve their farms’ economic, social, and environmental sustainability. As a result, CA adoption can play a critical role in global farming sustainability.
Conservation Agriculture (CA) and Sustainable Farming (SF).
CA practices aim to improve farm resource utilization by integrating natural resource management such as soil, water, and biological resources with the fewest external farm inputs [62]. Therefore, CA is being adopted all over the world in response to the growing concerns of national and international institutions related to farm sustainability, and CA is one of the most important and rapidly expanding adoption systems in all regions of the world. Different types of CA practices are preferred on different farms and in different regions depending on the climate, the land type, the farmer’s skills, and the farm’s resources. Moreover, the CA practices adoption on farms is also majorly dependent on the purpose of adoption CA. Moreover, the CA practices adoption on farms is also majorly dependent on the purpose of adoption. As a result, CA practices used in one country or farm may be different from those used in another country due to the difference in intended objectives of CA adoption.
Table 2 shows the CA practices adopted around the world, as well as the factors that influence the adoption of these CA practices on farms. Different types of CA practices are preferred on different farms and in different regions depending on the climate, the land type, the farmer’s skills, and the farm’s resources. According to the literature, farmers in different countries adopted different CA practices on their farms, but zero tillage/no-tillage was one of the most widely adopted CA practices on farms. The minimum or zero-tillage CA practice is widely used around the world, but crop residuals retention in the field is more complicated [74]. Moreover, cover crops and crop rotation are also commonly practiced CA strategies in the world. Crop rotation is underutilized in terms of pest control, disease cycle disruption, income risk reduction, and soil fertility [74].
Country/Region | CA practices | Influencing factors | Objective/s |
---|---|---|---|
Nigeria [63] | Zero tillage, minimum tillage, contour stripping, not burning field, tree planting, cover crops, dead tree trunks, mulching | Age, education, innovativeness, attitude toward conservation, risk bearing, credit, farm income, input-output prices, off-farm occupation | Soil erosion controlling |
Rwanda [64] | Organic inputs | Monetary and physical factors, human capital, investment risk, wealth, and liquidity sources | Land conservation investment and organic inputs use |
United States [65] | Conservation tillage, contour farming, strip-cropping, grass waterways | Farm size, age, college education, program participation, land tenure, annual precipitation. | Adoption of CA practices and land tenure |
Zimbabwe [66] | Zero tillage, crop rotation, contour ridging technologies | Farm and farmer characteristics, institutional factors | Analyzing the adoption of CA by small farmers |
Spain [67] | Not burning olive-de suckering debris, using shredded olive-pruning debris as soil cover, cover crops under mower control | Socio-economic characteristics of a farmer, social capital indicators, farm characteristics, farm management | Assessing the soil conservation practice as CA in olive groves |
Zimbabwe [68] | Winter weeding, digging planting basins, crop residues, manuring, basal fertilizer, topdressing, Timely weeding, crop rotation | Age, Education, own land, draught power, Extension services, labor, conservation agricultural experiences. | Assessing the adoption of CA among different clusters of farmers. |
Australia [69] | No-tillage, crop stubble, legumes rotation, controlled traffic farming, | Various socio-economic factors | Assessing the adoption of CA as climate change mitigation activity |
Bangladesh [70] | Conservation agriculture principles | Farm size, family size, farming experience, age and education of head, extension services, farm and off-farm income | Impact of CA adoption farms’ economic viability |
Kenya [71] | Mulching, direct planting, shallow weeding, spraying herbicides | Attitudes, perceived norms and perceived behavioral control, farmer’s perception Of the social norms towards CA, farmer’s perceived behavioral control | Assessing the farmer’s decision of selecting the CA over conventional agriculture. |
South Africa [72] | No-till conservation agriculture | Age, gender, education, experience, training, extension, credit access, land size, income | Assessing the adoption of no-till conservation by small-scale farmers |
Malawi [35] | Zero tillage, mulching of crop residual, and intercropping with legumes | Landholding, education, neighbor’s adaption of CA, gender, no. of male and females in family | Decision-making analysis regarding CA adaptation |
United States [73] | Conservation tillage, cover crops, diverse crop rotation | Location and spatial variable, age, college education, area under operation, family network index, organization network index, perception of environmental benefits of the practices. | Assessing the adaption of CA practices |
CA practices around the world and the factor influencing its adoption.
Farmers’ demographic characteristics, farm characteristics, institutional and social inclusion, capital ownership, and cognitive factors (farmer attitude, CA perception, and farming behavior) were identified as major influencing factors in the adoption of CA practices worldwide. Age, education, farming experience, and family size were among the socio-demographic factors influencing the adoption of CA practices on farms. Farm size, farm income, and land tenure status were the farm characteristics that influenced CA adoption in various countries. Credit utilization and the availability of extension services were institutional determinants of CA adoption. Furthermore, famers’ attitudes and perceptions were influential factors in the global adoption of CA practices. Giller et al. [75] also stated that socioeconomic factors play an important role in CA practice adaptation.
Although CA is a driving force in achieving sustainable farming, there are numerous challenges and constraints that affect CA adoption on farms around the world, in addition to the factors discussed above. The first and most prominent challenge that limits the adoption of CA cited in previous literature is small-scale farming. Small farmers lack social inclusion, institutional support, capital, and other resources, and they are less likely to implement CA on their farms. Moreover, farmers with owned animal traction are also less likely to adopt CA practices such as minimum tillage/zero tillage on their farms due to readily available tillage sources. Framers with animal traction typically replace mechanized soil management with animal-driven plowing [76].
Crop residual retention is also used as a CA practice in the fields by the farmers. Crop cultivation and livestock rearing are complementary to each other for farmers, especially small farmers in developing countries, but farmers with crop and livestock interaction tend to have low crop residual retention on their farms. Furthermore, livestock is a more important source of traction and income security in an emergency [76], and crop residuals are a vital source of animal feed [77]. Furthermore, managing crop residuals is more expensive than simply burning crop residuals. The cost of managing crop residuals is more than one-third higher than the cost of burning the residuals [78, 79].
Another major impediment to the adoption of CA practices such as crop rotation is a lack of timely seed availability, as well as dysfunctional markets for final farm outputs [80]. The other challenge faced by farmers in the adoption of CA practices on farms is the unavailability of advanced equipment required for CA adoption. The equipment is either unavailable or its financial costs are high, especially in developing countries. Other than the above challenges, lack of awareness about different CA practices and their associated benefits among farmers in developing countries limits the adoption of CA on farms.
Agriculture is one of the largest consumers of natural resources, and adopting sustainable farming systems is necessary not only to preserve natural resources but also to meet the food needs of the world’s ever-increasing population under climatic change scenarios. A sustainable farming system is one that is socially acceptable, economically viable, and environmentally friendly. CA is a sustainable system that helps farmers improve farm sustainability by influencing economic, social, and environmental dimensions through its three basic principles. These three principles of CA are as follows 1) minimal mechanical soil disturbance; 2) permanent soil cover; and 3) diversification. The CA system is intended to improve and maintain soil fertility while reducing the use of external farm inputs. Thus, the CA system increases crop yields while decreasing input costs, affecting farmers’ economic and social sustainability. Similarly, CA practices aid in mitigating the effects of climate change on farms and also reduce the use of machinery and chemicals in the fields. All of this contributes to the farmers’ environmental sustainability. As a result, implementing CA practices on farms is critical not only for the sustainable management of agricultural land but also for the overall sustainability of the farming system.
The European continent has the most CA-adopting countries, and the United States is the world’s largest CA adopter in terms of area. Despite the fact that CA is being adopted in many countries around the world, the area under CA remains very small in comparison to the world’s total cultivable area. Farmers’ demographics, farm characteristics, institutional and social inclusion, capital ownership, and cognitive factors (farmer attitude, CA perception, and farming behavior) were identified as major influencing factors in the global adoption of CA practices. Furthermore, small-scale farming as well as a lack of awareness about the benefits of CA is regarded as major barriers to CA adoption worldwide.
CA can also play an important role in achieving the Sustainable Development Goals in developing countries, as agriculture is a major driver of their economies. The continuous degradation of natural resources, particularly land, is the primary cause of unsustainable farming systems all over the world. As a result, developing countries should increase the adoption of CA practices in order to transition from unsustainable to sustainable farming systems. The following suggestions are recommended for increasing CA adoption in developing countries:
In order for CA to be adopted in developing countries, farms must be treated as enterprises like any other business. So, farmer entrepreneurship and a culture of entrepreneurship in farming should be encouraged to enhance the adoption of CA and sustainable farming by involving all agricultural socio-economic networks (farmers and their associations, farmer cooperatives, research and advisory organizations, market and chain parties, and government and social agencies).
Increasing farmer awareness about the benefits of the CA farming system is critical to the adoption of CA practices on farms in developing countries. The agricultural extension system remains an important source of information for farmers. As a result, agriculture extension systems can play an important role in the adoption of CA and sustainable farming in developing countries by creating awareness among the farming community. Through their agricultural extension network, policymakers need to develop a comprehensive plan for educating farmers, particularly small-scale farmers, about various CA practices and the benefits associated with them. Before providing information to farmers, the first step should be to train extension workers who are directly involved with farmers to improve their own knowledge of CA. Furthermore, in order to achieve sustainable farming goals, the agricultural extension network must be expanded in terms of capacity and outreach to the larger farming community, particularly small farmers and those living far from city centers. Modern information and communication channels should also be used to raise farmers’ awareness of the benefits of CA practices and sustainable agriculture along with traditional information systems.
Furthermore, small farmers must be provided with CA equipment for the adoption of CA practices such as zero tillage machines, as the majority of farmers in the developing world have subsistence land sizes.
Finally, engaging the younger generation in agriculture is critical to sustainable farming in both the developing and developed worlds, as youth interest in agriculture as a career has declined dramatically. Therefore, policymakers should look for ways to increase youth participation in agricultural activities in order to ensure sustainable farming.
The authors declare no conflict of interest.
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\n\n\n\nTo identify instances of fraud and misconduct during the publishing process, IntechOpen implements a robust policy governing such occurrences. In line with our general commitment to openness, and in order to maintain the highest scientific standards, we are committed to transparency about our editorial policy regarding retractions and corrections.
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\n\nOnline First Chapters are considered published on the day they are posted and are citable from that date.
\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.
\n\nYou are invited to download, use, reproduce, make derivative works of, display, distribute and cite the Online First works. You can find "How to Cite and Reference" by following the link at the end of each online book chapter. Please be aware that it is possible that further editing and changes might be made before the final release of the book.
\n\nIf there are supplemental materials to the chapter, these will be published at the time the final book is published online.
\n\nReaders and Authors can notify us if they find any errors in the works published under Online First. All major errors will be accompanied by a separate correction notice, erratum or corrigendum (Retraction and Correction Policy.)
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He is also a member of the editorial boards of the Journal of Electrical Engineering, Electronics, Control and Computer Science and Sustainability. Dr. Gaiceanu has been General Chairman of the IEEE International Symposium on Electrical and Electronics Engineering in the last six editions.",institutionString:'"Dunarea de Jos" University of Galati',institution:{name:'"Dunarea de Jos" University of Galati',country:{name:"Romania"}}},{id:"4519",title:"Prof.",name:"Jaydip",middleName:null,surname:"Sen",slug:"jaydip-sen",fullName:"Jaydip Sen",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/4519/images/system/4519.jpeg",biography:"Jaydip Sen is associated with Praxis Business School, Kolkata, India, as a professor in the Department of Data Science. His research areas include security and privacy issues in computing and communication, intrusion detection systems, machine learning, deep learning, and artificial intelligence in the financial domain. He has more than 200 publications in reputed international journals, refereed conference proceedings, and 20 book chapters in books published by internationally renowned publishing houses, such as Springer, CRC press, IGI Global, etc. Currently, he is serving on the editorial board of the prestigious journal Frontiers in Communications and Networks and in the technical program committees of a number of high-ranked international conferences organized by the IEEE, USA, and the ACM, USA. He has been listed among the top 2% of scientists in the world for the last three consecutive years, 2019 to 2021 as per studies conducted by the Stanford University, USA.",institutionString:"Praxis Business School",institution:null},{id:"320071",title:"Dr.",name:"Sidra",middleName:null,surname:"Mehtab",slug:"sidra-mehtab",fullName:"Sidra Mehtab",position:null,profilePictureURL:"https://s3.us-east-1.amazonaws.com/intech-files/0033Y00002v6KHoQAM/Profile_Picture_1584512086360",biography:"Sidra Mehtab has completed her BS with honors in Physics from Calcutta University, India in 2018. She has done MS in Data Science and Analytics from Maulana Abul Kalam Azad University of Technology (MAKAUT), Kolkata, India in 2020. Her research areas include Econometrics, Time Series Analysis, Machine Learning, Deep Learning, Artificial Intelligence, and Computer and Network Security with a particular focus on Cyber Security Analytics. Ms. Mehtab has published seven papers in international conferences and one of her papers has been accepted for publication in a reputable international journal. She has won the best paper awards in two prestigious international conferences – BAICONF 2019, and ICADCML 2021, organized in the Indian Institute of Management, Bangalore, India in December 2019, and SOA University, Bhubaneswar, India in January 2021. Besides, Ms. Mehtab has also published two book chapters in two books. Seven of her book chapters will be published in a volume shortly in 2021 by Cambridge Scholars’ Press, UK. Currently, she is working as the joint editor of two edited volumes on Time Series Analysis and Forecasting to be published in the first half of 2021 by an international house. Currently, she is working as a Data Scientist with an MNC in Delhi, India.",institutionString:"NSHM College of Management and Technology",institution:{name:"Association for Computing Machinery",country:{name:"United States of America"}}},{id:"226240",title:"Dr.",name:"Andri Irfan",middleName:null,surname:"Rifai",slug:"andri-irfan-rifai",fullName:"Andri Irfan Rifai",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/226240/images/7412_n.jpg",biography:"Andri IRFAN is a Senior Lecturer of Civil Engineering and Planning. He completed the PhD at the Universitas Indonesia & Universidade do Minho with Sandwich Program Scholarship from the Directorate General of Higher Education and LPDP scholarship. He has been teaching for more than 19 years and much active to applied his knowledge in the project construction in Indonesia. His research interest ranges from pavement management system to advanced data mining techniques for transportation engineering. He has published more than 50 papers in journals and 2 books.",institutionString:null,institution:{name:"Universitas Internasional Batam",country:{name:"Indonesia"}}},{id:"314576",title:"Dr.",name:"Ibai",middleName:null,surname:"Laña",slug:"ibai-lana",fullName:"Ibai Laña",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/314576/images/system/314576.jpg",biography:"Dr. Ibai Laña works at TECNALIA as a data analyst. He received his Ph.D. in Artificial Intelligence from the University of the Basque Country (UPV/EHU), Spain, in 2018. He is currently a senior researcher at TECNALIA. His research interests fall within the intersection of intelligent transportation systems, machine learning, traffic data analysis, and data science. He has dealt with urban traffic forecasting problems, applying machine learning models and evolutionary algorithms. He has experience in origin-destination matrix estimation or point of interest and trajectory detection. Working with large volumes of data has given him a good command of big data processing tools and NoSQL databases. He has also been a visiting scholar at the Knowledge Engineering and Discovery Research Institute, Auckland University of Technology.",institutionString:"TECNALIA Research & Innovation",institution:{name:"Tecnalia",country:{name:"Spain"}}},{id:"314575",title:"Dr.",name:"Jesus",middleName:null,surname:"L. Lobo",slug:"jesus-l.-lobo",fullName:"Jesus L. Lobo",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/314575/images/system/314575.png",biography:"Dr. Jesús López is currently based in Bilbao (Spain) working at TECNALIA as Artificial Intelligence Research Scientist. In most cases, a project idea or a new research line needs to be investigated to see if it is good enough to take into production or to focus on it. That is exactly what he does, diving into Machine Learning algorithms and technologies to help TECNALIA to decide whether something is great in theory or will actually impact on the product or processes of its projects. So, he is expert at framing experiments, developing hypotheses, and proving whether they’re true or not, in order to investigate fundamental problems with a longer time horizon. He is also able to design and develop PoCs and system prototypes in simulation. He has participated in several national and internacional R&D projects.\n\nAs another relevant part of his everyday research work, he usually publishes his findings in reputed scientific refereed journals and international conferences, occasionally acting as reviewer and Programme Commitee member. Concretely, since 2018 he has published 9 JCR (8 Q1) journal papers, 9 conference papers (e.g. ECML PKDD 2021), and he has co-edited a book. He is also active in popular science writing data science stories for reputed blogs (KDNuggets, TowardsDataScience, Naukas). Besides, he has recently embarked on mentoring programmes as mentor, and has also worked as data science trainer.",institutionString:"TECNALIA Research & Innovation",institution:{name:"Tecnalia",country:{name:"Spain"}}},{id:"103779",title:"Prof.",name:"Yalcin",middleName:null,surname:"Isler",slug:"yalcin-isler",fullName:"Yalcin Isler",position:null,profilePictureURL:"https://s3.us-east-1.amazonaws.com/intech-files/0030O00002bRyQ8QAK/Profile_Picture_1628834958734",biography:"Yalcin Isler (1971 - Burdur / Turkey) received the B.Sc. degree in the Department of Electrical and Electronics Engineering from Anadolu University, Eskisehir, Turkey, in 1993, the M.Sc. degree from the Department of Electronics and Communication Engineering, Suleyman Demirel University, Isparta, Turkey, in 1996, the Ph.D. degree from the Department of Electrical and Electronics Engineering, Dokuz Eylul University, Izmir, Turkey, in 2009, and the Competence of Associate Professorship from the Turkish Interuniversity Council in 2019.\n\nHe was Lecturer at Burdur Vocational School in Suleyman Demirel University (1993-2000, Burdur / Turkey), Software Engineer (2000-2002, Izmir / Turkey), Research Assistant in Bulent Ecevit University (2002-2003, Zonguldak / Turkey), Research Assistant in Dokuz Eylul University (2003-2010, Izmir / Turkey), Assistant Professor at the Department of Electrical and Electronics Engineering in Bulent Ecevit University (2010-2012, Zonguldak / Turkey), Assistant Professor at the Department of Biomedical Engineering in Izmir Katip Celebi University (2012-2019, Izmir / Turkey). He is an Associate Professor at the Department of Biomedical Engineering at Izmir Katip Celebi University, Izmir / Turkey, since 2019. In addition to academics, he has also founded Islerya Medical and Information Technologies Company, Izmir / Turkey, since 2017.\n\nHis main research interests cover biomedical signal processing, pattern recognition, medical device design, programming, and embedded systems. He has many scientific papers and participated in several projects in these study fields. He was an IEEE Student Member (2009-2011) and IEEE Member (2011-2014) and has been IEEE Senior Member since 2014.",institutionString:null,institution:{name:"Izmir Kâtip Çelebi University",country:{name:"Turkey"}}},{id:"339677",title:"Dr.",name:"Mrinmoy",middleName:null,surname:"Roy",slug:"mrinmoy-roy",fullName:"Mrinmoy Roy",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/339677/images/16768_n.jpg",biography:"An accomplished Sales & Marketing professional with 12 years of cross-functional experience in well-known organisations such as CIPLA, LUPIN, GLENMARK, ASTRAZENECA across different segment of Sales & Marketing, International Business, Institutional Business, Product Management, Strategic Marketing of HIV, Oncology, Derma, Respiratory, Anti-Diabetic, Nutraceutical & Stomatological Product Portfolio and Generic as well as Chronic Critical Care Portfolio. A First Class MBA in International Business & Strategic Marketing, B.Pharm, D.Pharm, Google Certified Digital Marketing Professional. Qualified PhD Candidate in Operations and Management with special focus on Artificial Intelligence and Machine Learning adoption, analysis and use in Healthcare, Hospital & Pharma Domain. Seasoned with diverse therapy area of Pharmaceutical Sales & Marketing ranging from generating revenue through generating prescriptions, launching new products, and making them big brands with continuous strategy execution at the Physician and Patients level. Moved from Sales to Marketing and Business Development for 3.5 years in South East Asian Market operating from Manila, Philippines. Came back to India and handled and developed Brands such as Gluconorm, Lupisulin, Supracal, Absolut Woman, Hemozink, Fabiflu (For COVID 19), and many more. In my previous assignment I used to develop and execute strategies on Sales & Marketing, Commercialization & Business Development for Institution and Corporate Hospital Business portfolio of Oncology Therapy Area for AstraZeneca Pharma India Ltd. Being a Research Scholar and Student of ‘Operations Research & Management: Artificial Intelligence’ I published several pioneer research papers and book chapters on the same in Internationally reputed journals and Books indexed in Scopus, Springer and Ei Compendex, Google Scholar etc. Currently, I am launching PGDM Pharmaceutical Management Program in IIHMR Bangalore and spearheading the course curriculum and structure of the same. I am interested in Collaboration for Healthcare Innovation, Pharma AI Innovation, Future trend in Marketing and Management with incubation on Healthcare, Healthcare IT startups, AI-ML Modelling and Healthcare Algorithm based training module development. I am also an affiliated member of the Institute of Management Consultant of India, looking forward to Healthcare, Healthcare IT and Innovation, Pharma and Hospital Management Consulting works.",institutionString:null,institution:{name:"Lovely Professional University",country:{name:"India"}}},{id:"1063",title:"Prof.",name:"Constantin",middleName:null,surname:"Volosencu",slug:"constantin-volosencu",fullName:"Constantin Volosencu",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/1063/images/system/1063.png",biography:"Prof. Dr. Constantin Voloşencu graduated as an engineer from\nPolitehnica University of Timișoara, Romania, where he also\nobtained a doctorate degree. He is currently a full professor in\nthe Department of Automation and Applied Informatics at the\nsame university. Dr. Voloşencu is the author of ten books, seven\nbook chapters, and more than 160 papers published in journals\nand conference proceedings. He has also edited twelve books and\nhas twenty-seven patents to his name. He is a manager of research grants, editor in\nchief and member of international journal editorial boards, a former plenary speaker, a member of scientific committees, and chair at international conferences. His\nresearch is in the fields of control systems, control of electric drives, fuzzy control\nsystems, neural network applications, fault detection and diagnosis, sensor network\napplications, monitoring of distributed parameter systems, and power ultrasound\napplications. He has developed automation equipment for machine tools, spooling\nmachines, high-power ultrasound processes, and more.",institutionString:'"Politechnica" University Timişoara',institution:null},{id:"221364",title:"Dr.",name:"Eneko",middleName:null,surname:"Osaba",slug:"eneko-osaba",fullName:"Eneko Osaba",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/221364/images/system/221364.jpg",biography:"Dr. Eneko Osaba works at TECNALIA as a senior researcher. He obtained his Ph.D. in Artificial Intelligence in 2015. He has participated in more than twenty-five local and European research projects, and in the publication of more than 130 papers. He has performed several stays at universities in the United Kingdom, Italy, and Malta. Dr. Osaba has served as a program committee member in more than forty international conferences and participated in organizing activities in more than ten international conferences. He is a member of the editorial board of the International Journal of Artificial Intelligence, Data in Brief, and Journal of Advanced Transportation. He is also a guest editor for the Journal of Computational Science, Neurocomputing, Swarm, and Evolutionary Computation and IEEE ITS Magazine.",institutionString:"TECNALIA Research & Innovation",institution:{name:"Tecnalia",country:{name:"Spain"}}},{id:"275829",title:"Dr.",name:"Esther",middleName:null,surname:"Villar-Rodriguez",slug:"esther-villar-rodriguez",fullName:"Esther Villar-Rodriguez",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/275829/images/system/275829.jpg",biography:"Dr. Esther Villar obtained a Ph.D. in Information and Communication Technologies from the University of Alcalá, Spain, in 2015. She obtained a degree in Computer Science from the University of Deusto, Spain, in 2010, and an MSc in Computer Languages and Systems from the National University of Distance Education, Spain, in 2012. Her areas of interest and knowledge include natural language processing (NLP), detection of impersonation in social networks, semantic web, and machine learning. Dr. Esther Villar made several contributions at conferences and publishing in various journals in those fields. Currently, she is working within the OPTIMA (Optimization Modeling & Analytics) business of TECNALIA’s ICT Division as a data scientist in projects related to the prediction and optimization of management and industrial processes (resource planning, energy efficiency, etc).",institutionString:"TECNALIA Research & Innovation",institution:{name:"Tecnalia",country:{name:"Spain"}}},{id:"49813",title:"Dr.",name:"Javier",middleName:null,surname:"Del Ser",slug:"javier-del-ser",fullName:"Javier Del Ser",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/49813/images/system/49813.png",biography:"Prof. Dr. Javier Del Ser received his first PhD in Telecommunication Engineering (Cum Laude) from the University of Navarra, Spain, in 2006, and a second PhD in Computational Intelligence (Summa Cum Laude) from the University of Alcala, Spain, in 2013. He is currently a principal researcher in data analytics and optimisation at TECNALIA (Spain), a visiting fellow at the Basque Center for Applied Mathematics (BCAM) and a part-time lecturer at the University of the Basque Country (UPV/EHU). His research interests gravitate on the use of descriptive, prescriptive and predictive algorithms for data mining and optimization in a diverse range of application fields such as Energy, Transport, Telecommunications, Health and Industry, among others. In these fields he has published more than 240 articles, co-supervised 8 Ph.D. theses, edited 6 books, coauthored 7 patents and participated/led more than 40 research projects. He is a Senior Member of the IEEE, and a recipient of the Biscay Talent prize for his academic career.",institutionString:"Tecnalia Research & Innovation",institution:{name:"Tecnalia",country:{name:"Spain"}}},{id:"278948",title:"Dr.",name:"Carlos Pedro",middleName:null,surname:"Gonçalves",slug:"carlos-pedro-goncalves",fullName:"Carlos Pedro Gonçalves",position:null,profilePictureURL:"https://s3.us-east-1.amazonaws.com/intech-files/0030O00002bRcmyQAC/Profile_Picture_1564224512145",biography:'Carlos Pedro Gonçalves (PhD) is an Associate Professor at Lusophone University of Humanities and Technologies and a researcher on Complexity Sciences, Quantum Technologies, Artificial Intelligence, Strategic Studies, Studies in Intelligence and Security, FinTech and Financial Risk Modeling. He is also a progammer with programming experience in:\n\nA) Quantum Computing using Qiskit Python module and IBM Quantum Experience Platform, with software developed on the simulation of Quantum Artificial Neural Networks and Quantum Cybersecurity;\n\nB) Artificial Intelligence and Machine learning programming in Python;\n\nC) Artificial Intelligence, Multiagent Systems Modeling and System Dynamics Modeling in Netlogo, with models developed in the areas of Chaos Theory, Econophysics, Artificial Intelligence, Classical and Quantum Complex Systems Science, with the Econophysics models having been cited worldwide and incorporated in PhD programs by different Universities.\n\nReceived an Arctic Code Vault Contributor status by GitHub, due to having developed open source software preserved in the \\"Arctic Code Vault\\" for future generations (https://archiveprogram.github.com/arctic-vault/), with the Strategy Analyzer A.I. module for decision making support (based on his PhD thesis, used in his Classes on Decision Making and in Strategic Intelligence Consulting Activities) and QNeural Python Quantum Neural Network simulator also preserved in the \\"Arctic Code Vault\\", for access to these software modules see: https://github.com/cpgoncalves. He is also a peer reviewer with outsanding review status from Elsevier journals, including Physica A, Neurocomputing and Engineering Applications of Artificial Intelligence. Science CV available at: https://www.cienciavitae.pt//pt/8E1C-A8B3-78C5 and ORCID: https://orcid.org/0000-0002-0298-3974',institutionString:"University of Lisbon",institution:{name:"Universidade Lusófona",country:{name:"Portugal"}}},{id:"310576",title:"Prof.",name:"Erick Giovani",middleName:null,surname:"Sperandio Nascimento",slug:"erick-giovani-sperandio-nascimento",fullName:"Erick Giovani Sperandio Nascimento",position:null,profilePictureURL:"https://intech-files.s3.amazonaws.com/0033Y00002pDKxDQAW/ProfilePicture%202022-06-20%2019%3A57%3A24.788",biography:"Prof. Erick Sperandio is the Lead Researcher and professor of Artificial Intelligence (AI) at SENAI CIMATEC, Bahia, Brazil, also working with Computational Modeling (CM) and HPC. He holds a PhD in Environmental Engineering in the area of Atmospheric Computational Modeling, a Master in Informatics in the field of Computational Intelligence and Graduated in Computer Science from UFES. He currently coordinates, leads and participates in R&D projects in the areas of AI, computational modeling and supercomputing applied to different areas such as Oil and Gas, Health, Advanced Manufacturing, Renewable Energies and Atmospheric Sciences, advising undergraduate, master's and doctoral students. He is the Lead Researcher at SENAI CIMATEC's Reference Center on Artificial Intelligence. In addition, he is a Certified Instructor and University Ambassador of the NVIDIA Deep Learning Institute (DLI) in the areas of Deep Learning, Computer Vision, Natural Language Processing and Recommender Systems, and Principal Investigator of the NVIDIA/CIMATEC AI Joint Lab, the first in Latin America within the NVIDIA AI Technology Center (NVAITC) worldwide program. He also works as a researcher at the Supercomputing Center for Industrial Innovation (CS2i) and at the SENAI Institute of Innovation for Automation (ISI Automação), both from SENAI CIMATEC. He is a member and vice-coordinator of the Basic Board of Scientific-Technological Advice and Evaluation, in the area of Innovation, of the Foundation for Research Support of the State of Bahia (FAPESB). He serves as Technology Transfer Coordinator and one of the Principal Investigators at the National Applied Research Center in Artificial Intelligence (CPA-IA) of SENAI CIMATEC, focusing on Industry, being one of the six CPA-IA in Brazil approved by MCTI / FAPESP / CGI.br. He also participates as one of the representatives of Brazil in the BRICS Innovation Collaboration Working Group on HPC, ICT and AI. He is the coordinator of the Work Group of the Axis 5 - Workforce and Training - of the Brazilian Strategy for Artificial Intelligence (EBIA), and member of the MCTI/EMBRAPII AI Innovation Network Training Committee. He is the coordinator, by SENAI CIMATEC, of the Artificial Intelligence Reference Network of the State of Bahia (REDE BAH.IA). He leads the working group of experts representing Brazil in the Global Partnership on Artificial Intelligence (GPAI), on the theme \"AI and the Pandemic Response\".",institutionString:null,institution:null},{id:"241400",title:"Prof.",name:"Mohammed",middleName:null,surname:"Bsiss",slug:"mohammed-bsiss",fullName:"Mohammed Bsiss",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/241400/images/8062_n.jpg",biography:null,institutionString:null,institution:null},{id:"276128",title:"Dr.",name:"Hira",middleName:null,surname:"Fatima",slug:"hira-fatima",fullName:"Hira Fatima",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/276128/images/14420_n.jpg",biography:"Dr. Hira Fatima\nAssistant Professor\nDepartment of Mathematics\nInstitute of Applied Science\nMangalayatan University, Aligarh\nMobile: no : 8532041179\nhirafatima2014@gmal.com\n\nDr. Hira Fatima has received his Ph.D. degree in pure Mathematics from Aligarh Muslim University, Aligarh India. Currently working as an Assistant Professor in the Department of Mathematics, Institute of Applied Science, Mangalayatan University, Aligarh. She taught so many courses of Mathematics of UG and PG level. Her research Area of Expertise is Functional Analysis & Sequence Spaces. She has been working on Ideal Convergence of double sequence. She has published 17 research papers in National and International Journals including Cogent Mathematics, Filomat, Journal of Intelligent and Fuzzy Systems, Advances in Difference Equations, Journal of Mathematical Analysis, Journal of Mathematical & Computer Science etc. She has also reviewed few research papers for the and international journals. She is a member of Indian Mathematical Society.",institutionString:null,institution:null},{id:"417317",title:"Mrs.",name:"Chiedza",middleName:null,surname:"Elvina Mashiri",slug:"chiedza-elvina-mashiri",fullName:"Chiedza Elvina Mashiri",position:null,profilePictureURL:"//cdnintech.com/web/frontend/www/assets/author.svg",biography:null,institutionString:null,institution:{name:"Midlands State University",country:{name:"Zimbabwe"}}},{id:"352140",title:"Dr.",name:"Edina",middleName:null,surname:"Chandiwana",slug:"edina-chandiwana",fullName:"Edina Chandiwana",position:null,profilePictureURL:"//cdnintech.com/web/frontend/www/assets/author.svg",biography:null,institutionString:null,institution:{name:"Midlands State University",country:{name:"Zimbabwe"}}},{id:"342259",title:"B.Sc.",name:"Leonard",middleName:null,surname:"Mushunje",slug:"leonard-mushunje",fullName:"Leonard Mushunje",position:null,profilePictureURL:"//cdnintech.com/web/frontend/www/assets/author.svg",biography:null,institutionString:null,institution:{name:"Midlands State University",country:{name:"Zimbabwe"}}},{id:"347042",title:"Mr.",name:"Maxwell",middleName:null,surname:"Mashasha",slug:"maxwell-mashasha",fullName:"Maxwell Mashasha",position:null,profilePictureURL:"//cdnintech.com/web/frontend/www/assets/author.svg",biography:null,institutionString:null,institution:{name:"Midlands State University",country:{name:"Zimbabwe"}}},{id:"2941",title:"Dr.",name:"Alberto J.",middleName:"Jorge",surname:"Rosales-Silva",slug:"alberto-j.-rosales-silva",fullName:"Alberto J. Rosales-Silva",position:null,profilePictureURL:"//cdnintech.com/web/frontend/www/assets/author.svg",biography:null,institutionString:null,institution:{name:"Instituto Politécnico Nacional",country:{name:"Mexico"}}},{id:"437913",title:"Dr.",name:"Guillermo",middleName:null,surname:"Urriolagoitia-Sosa",slug:"guillermo-urriolagoitia-sosa",fullName:"Guillermo Urriolagoitia-Sosa",position:null,profilePictureURL:"//cdnintech.com/web/frontend/www/assets/author.svg",biography:null,institutionString:null,institution:{name:"Instituto Politécnico Nacional",country:{name:"Mexico"}}},{id:"435126",title:"Prof.",name:"Joaquim",middleName:null,surname:"José de Castro Ferreira",slug:"joaquim-jose-de-castro-ferreira",fullName:"Joaquim José de Castro Ferreira",position:null,profilePictureURL:"//cdnintech.com/web/frontend/www/assets/author.svg",biography:null,institutionString:null,institution:{name:"University of Aveiro",country:{name:"Portugal"}}},{id:"437899",title:"MSc.",name:"Miguel Angel",middleName:null,surname:"Ángel Castillo-Martínez",slug:"miguel-angel-angel-castillo-martinez",fullName:"Miguel Angel Ángel Castillo-Martínez",position:null,profilePictureURL:"//cdnintech.com/web/frontend/www/assets/author.svg",biography:null,institutionString:null,institution:{name:"Instituto Politécnico Nacional",country:{name:"Mexico"}}},{id:"289955",title:"Dr.",name:"Raja",middleName:null,surname:"Kishor Duggirala",slug:"raja-kishor-duggirala",fullName:"Raja Kishor Duggirala",position:null,profilePictureURL:"//cdnintech.com/web/frontend/www/assets/author.svg",biography:null,institutionString:null,institution:{name:"Jawaharlal Nehru Technological University, Hyderabad",country:{name:"India"}}}]}},subseries:{item:{id:"22",type:"subseries",title:"Applied Intelligence",keywords:"Machine Learning, Intelligence Algorithms, Data Science, Artificial Intelligence, Applications on Applied Intelligence",scope:"This field is the key in the current industrial revolution (Industry 4.0), where the new models and developments are based on the knowledge generation on applied intelligence. The motor of the society is the industry and the research of this topic has to be empowered in order to increase and improve the quality of our lives.",coverUrl:"https://cdn.intechopen.com/series_topics/covers/22.jpg",hasOnlineFirst:!0,hasPublishedBooks:!0,annualVolume:11418,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,series:{id:"14",title:"Artificial Intelligence",doi:"10.5772/intechopen.79920",issn:"2633-1403"},editorialBoard:[{id:"13633",title:"Prof.",name:"Abdelhamid",middleName:null,surname:"Mellouk",slug:"abdelhamid-mellouk",fullName:"Abdelhamid 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