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Innovations in Computational Intelligence and Computer Vision: Proceedings of ICICV 2020: Advances in Intelligent Systems and Computing, cartea 1189

Editat de Manoj Kumar Sharma, Vijaypal Singh Dhaka, Thinagaran Perumal, Nilanjan Dey, João Manuel R. S. Tavares
en Limba Engleză Paperback – 22 sep 2020

Remarcăm în Innovations in Computational Intelligence and Computer Vision o orientare pragmatică spre soluții tehnice de actualitate, exemplificată prin proiectul de utilizare a interferometriei radar prin satelit pentru generarea de Modele Digitale de Elevație (DEM) cu ajutorul imaginilor Sentinel-1A. Această abordare demonstrează capacitatea volumului de a trece de la teoria abstractă la implementări geografice și spațiale precise. Suntem de părere că lucrarea reușește să sintetizeze direcțiile de cercetare prezentate la ICICV 2020, punând un accent deosebit pe viziunea computerizată și procesarea de imagini.

Abordarea diferă de cea din Proceedings of International Conference on Computational Intelligence and Computing prin concentrarea mai mare pe aplicații fizice și interdisciplinare, precum analiza modelelor de urbanizare din India prin rețele neuronale, fiind astfel mai puțin abstractă și mai mult aplicabilă în scenarii de infrastructură și monitorizare. Structura cărții, organizată în jurul prezentărilor de la Manipal University Jaipur, ghidează cititorul prin secțiuni dedicate procesării video, sistemelor redundante cu scheme de reparații și strategiilor de alocare a fluxurilor de lucru în medii de tip IaaS Cloud. Această progresie reflectă o acoperire vastă, de la algoritmi fundamentali la servicii complexe de IA.

În contextul operei editorului Manoj Kumar Sharma, acest volum reprezintă o evoluție tehnică semnificativă. Dacă lucrările sale anterioare explorau comportamentul consumatorului sau efectele chimice asupra plantelor, actuala coordonare editorială subliniază o specializare în integrarea inteligenței computaționale în probleme de scară largă, menținând rigoarea științifică specifică seriei Advances in Intelligent Systems and Computing.

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Specificații

ISBN-13: 9789811560668
ISBN-10: 9811560668
Pagini: 612
Ilustrații: XVII, 612 p. 354 illus., 255 illus. in color.
Dimensiuni: 155 x 235 mm
Greutate: 0.86 kg
Ediția:1st ed. 2021
Editura: Springer Nature Singapore
Colecția Springer
Seria Advances in Intelligent Systems and Computing

Locul publicării:Singapore, Singapore

De ce să citești această carte

Recomandăm această carte cercetătorilor și inginerilor care au nevoie de studii de caz concrete în inteligența artificială aplicată. Cititorul câștigă acces la metodologii verificate de peer-review pentru procesarea imaginilor și analiza datelor satelitare. Este un motiv solid de achiziție pentru cei care doresc să înțeleagă cum sunt utilizate rețelele neuronale și viziunea computerizată în rezolvarea problemelor de urbanism și infrastructură digitală.


Despre autor

Manoj Kumar Sharma este Director Adjunct în cadrul Departamentului de Agricultură din India, aducând o perspectivă aplicată și administrativă cercetării științifice. Activitatea sa editorială și de cercetare este diversă, cuprinzând studii despre comportamentul transcultural al consumatorilor în economii emergente și analize biologice privind controlul senescenței la plante. În cadrul volumului de față, acesta își folosește expertiza pentru a coordona o colecție interdisciplinară de lucrări care fac puntea între inovația academică și necesitățile tehnice ale industriei moderne, în special în contextul dezvoltării tehnologice din India.


Descriere scurtă

This book presents high-quality, peer-reviewed papers from the International Conference on “Innovations in Computational Intelligence and Computer Vision (ICICV 2020),” hosted by Manipal University Jaipur, Rajasthan, India, on January 17–19, 2020. Offering a collection of innovative ideas from researchers, scientists, academics, industry professionals and students, the book covers a variety of topics, such as artificial intelligence and computer vision, image processing and video analysis, applications and services of artificial intelligence and computer vision, interdisciplinary areas combining artificial intelligence and computer vision, and other innovative practices.

Cuprins

Stochastic Investigation of Two-unit Redundant System with Provision of Different Repair Schemes.- A Workflow Allocation Strategy under Precedence Constraints for IaaS Cloud Environment.- Artificial Neural Network Analysis for Predicting Spatial Patterns of Urbanization in India.- Satellite Radar Interferometry for DEM Generation using Sentinel-1A Imagery.

Notă biografică

Dr. Manoj Kumar Sharma is an enthusiastic and motivating technocrat with 13 years of academic experience. He is strong at technical fixes and impresses by his ability to design solutions. Fostering innovation and providing a nurturing eco-system for budding entrepreneurs is his key thrust area. He lays strong emphasis on automation projects for society and industry. He has published more than 46 research papers in different national/international journals and conferences. His research interests include machine learning, artificial intelligence, image processing, pattern recognition and cryptography. He has organized 2 international conferences in 2017 and 2018. He has served as Organizing Secretary and is TPC member in number of conferences including IEEE and Springer. He is a reviewer in different journals of repute from Springer, Elsevier, IEEE and many more. Dr. Sharma has delivered guest lectures at different national/international conferences in India and abroad.
Dr. Dhaka is an enthusiastic and motivating technocrat with 15 years of industrial and academic experience. In his able leadership, students have won many prizes at the national level, e.g. Aero India Drone Competition, Pravega at IISc Bengaluru and Innovative Research prize at IIT Bombay. He lays strong emphasis on automation projects for university, developed by students, and has been successful in deploying 6 such projects in university. He has served on various key positions including Director of Innovations, Dean of Academics, Chief Editor for International Journal and Head of Department. He has more than 80 publications in journals of great repute and guided 10 research scholars to earn Ph.D. His research interests include machine learning, artificial intelligence, image processing and pattern recognition. He has organized 6 international conferences supported by IEEE, ACM, Springer and Elsevier. He is invited by various universities and institutions to deliver keynote addresses and plenary talks. Dr. Dhaka has successfully executed Solar Photo-Voltaic Efficiency Prediction and Enhancement Project funded by SERB (DST, Government of India).
 
Thinagaran Perumal is the recipient of the 2014 Early Career Award from the IEEE Consumer Electronics Society for his pioneering contribution in the field of consumer electronics. He completed his Ph.D. at Universiti Putra Malaysia, in the area of smart technology and robotics. He is currently an Associate Professor  at the Department of Computer Science, Faculty of Computer Science and Information Technology, Universiti Putra Malaysia. He is also currently appointed as Head of Cyber-Physical Systems in the university and also been elected as Chair of the IEEE Consumer Electronics Society Malaysia Chapter. His research interests are towards interoperability aspects of smart homes and the Internet of things (IoT), wearable computing, and cyber-physical systems. Thinagaran is also headingthe National Committee on Standardization for IoT (IEC/ISO TC / G/16) as Chairman since 2018. Some of the eminent works include proactive architecture for IoT systems; development of the cognitive IoT frameworks for smart homes and wearable devices for rehabilitation purposes. He is an active member of the IEEE Consumer Electronics Society and its Future Directions Committee on Internet of Things. He has been invited to give several keynote lectures and plenary talk on the Internet of things in various institutions and organizations internationally. He has published several papers in IEEE conferences and journals and is serving as TPC member for several reputed IEEE conferences. He is an active reviewer for the IEEE Internet of Things Journal, IEEE Communication Magazine, IEEE Sensors Journal, and IEEE Transaction for Automation Science and Engineering, to name a few. He was elected as General Chair for IEEE International Symposium on Consumer Electronics 2017 (ISCE’17) held in Kuala Lumpur.  
Dr. Nilanjan Dey, is an Assistant Professor in the Department of Information Technology at Techno India College of Technology, Kolkata, India. He is a Visiting Fellow of the University of Reading, UK.  He was an honorary Visiting Scientist at Global Biomedical Technologies Inc., CA, USA (2012–2015). He was awarded his Ph.D. from Jadavpur University in 2015. He has authored/edited more than 75 books with Elsevier, Wiley, CRC Press, and Springer, and published more than 300 papers. He is the Editor-in-Chief of the International Journal of Ambient Computing and Intelligence, IGI Global, and Associated Editor of IEEE Access and the International Journal of Information Technology, Springer. He is the Series Co-Editor of Springer Tracts in Nature-Inspired Computing, Springer Nature; Series Co-Editor of Advances in Ubiquitous Sensing Applications for Healthcare, Elsevier; Series Editor of Computational Intelligence in Engineering Problem Solving and Intelligent Signal Processing and Data Analysis; CRC. His main research interests include medical imaging, machine learning, computer-aided diagnosis, data mining, etc. He is the Indian Ambassador of the International Federation for Information Processing (IFIP) – Young ICT Group. 
João Manuel R.S. Tavares is graduated in Mechanical Engineering from the University of Porto, Portugal (1992). In 1995, he obtained M.Sc. in Electrical and Computer Engineering, in the field of Industrial Informatics, also at the University of Porto. In 2001, he obtained a Ph.D. degree in Electrical and Computer Engineering from the same university, and in 2015 the Habilitation in Mechanical Engineering. From 1995 to 2000, he was Researcher at the Institute of Biomedical Engineering (INEB). Since 2001, he has been Senior Researcher and Project Coordinator  at the Institute of Science and Innovation in Mechanical and Industrial Engineering (INEGI). He was an Assistant Professorin the Department of Mechanical Engineering (DEMec) of the Faculty of Engineering of the University of Porto (FEUP) between 2001 and 2011, and since then, he has been an Associate Professor in the same department. Since 2001, he has been Supervisor and Co-supervisor of several M.Sc. and Ph.D. thesis and Post-doc projects. He is co-author of more than 650 articles in national and international journals and conferences, Co-Editor of 55 international books and Guest Editor of several special issues of international journals. Also, he has been evolved in several research projects, both as Researcher and as Scientific Coordinator. He has been a member of several national and international journal editorial boards, founder and Editor-in-Chief of the T&F journal “Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization”, Editor-in-Chief of the T&F journal “Computer Methods in Biomechanics and Biomedical Engineering”, and Co-founder and Co-Editor of the Springer book series “Lecture Notes in Computational Vision and Biomechanics”. His main research areas include computational vision, medical imaging, computational mechanics, scientific visualization, human–computer interaction and new product development

Caracteristici

Presents selected works by active researchers in the fields of computational intelligence and computer vision Gathers the outcomes of the ICICV 2020, hosted by Manipal University Jaipur, Rajasthan, India Serves as a reference guide for researchers and practitioners in academia and industry