商品描述
This book explores fundamental and advanced concepts related to the AI-enabled Edge Technology paradigm, also known as Edge Intelligence, within the framework of the Internet of Things (IoT). Expanding the application of Edge computing is increasingly necessary. This can involve exploring automated, intelligent computational learning theorems, and ANN-oriented, trustworthy machine learning perspectives to enhance computational intelligence. The book functions as a valuable resource for professionals in the sector and also acts as a comprehensive learning tool for newcomers in the field of AI-enabled Edge Technologies and their applications, covering both fundamental and advanced concepts. This book uses data and network engineering and intelligent decision support system-by-design principles to design a reliable IoT edge-cloud ecosystem and to implement cyber-physical pervasive infrastructure solutions. The book will help readers understand the design architecture and AI algorithms and learn analytics through IoT edge, device-edge and the state-of-the-art in cloud-IoT countermeasures. The book is a valuable reference for anyone doing undergraduate or postgraduate studies, conducting research, or working in the computer science, information technology, electronics engineering, and complicated mathematical modeling domains.
商品描述(中文翻譯)
本書探討與人工智慧驅動的邊緣技術範式(也稱為邊緣智能)相關的基本和進階概念,並置於物聯網(IoT)的框架內。擴展邊緣計算的應用變得越來越必要。這可能涉及探索自動化、智能計算學習定理,以及以人工神經網絡(ANN)為導向的可信機器學習觀點,以增強計算智能。本書作為該領域專業人士的寶貴資源,同時也作為新手學習人工智慧驅動的邊緣技術及其應用的綜合學習工具,涵蓋基本和進階概念。本書利用數據和網絡工程以及設計原則的智能決策支持系統,來設計可靠的物聯網邊緣雲生態系統,並實施網絡物理普遍基礎設施解決方案。本書將幫助讀者理解設計架構和人工智慧算法,並通過物聯網邊緣、設備邊緣以及雲物聯網的最新對策學習分析。本書是任何從事本科或研究生學習、進行研究或在計算機科學、信息技術、電子工程和複雜數學建模領域工作的人士的寶貴參考資料。
作者簡介
Souvik Pal is an Associate Professor in the Department of Computer Science and Engineering at Sister Nivedita University (Techno India Group), Kolkata, India. Prior to that, he was associated with Global Institute of Management and Technology; Brainware University, Kolkata; JIS College of Engineering, Nadia; Elitte College of Engineering, Kolkata; and Nalanda Institute of Technology, Bhubaneswar, India. Dr. Pal received his M.Tech, and Ph.D degrees in the field of Computer Science and Engineering from KIIT University, Bhubaneswar, India. He has more than a decade of academic experience. He is author or co-editor of more than 15 books from reputed publishers, including Elsevier, Springer, CRC Press, and Wiley, and he holds three patents. He is serving as a Series Editor for "Advances in Learning Analytics for Intelligent Cloud-IoT Systems", published by Scrivener-Wiley Publishing (Scopus-indexed); "Internet of Things: Data-Centric Intelligent Computing, Informatics, and Communication", published CRC Press, Taylor & Francis Group, USA; "Conference Proceedings Series on Intelligent Systems, Data Engineering, and Optimization", published CRC Press, Taylor & Francis Group, USA; Dr. Pal has published a number of research papers in Scopus / SCI/SCIE Journals and conferences. He is the organizing chair of RICE 2019, Vietnam; RICE 2020 Vietnam; ICICIT 2019, Tunisia. He has been invited as a keynote speaker at ICICCT 2019, Turkey, and ICTIDS 2019, 2021 Malaysia. He has also served as Proceedings Editor of ICICCT 2019, 2020; ICMMCS 2020, 2021; ICWSNUCA 2021, India. His professional activities include roles as Associate Editor, Guest Editor, and Editorial Board member for more than 100+ international journals and conferences of high repute and impact. His research area includes cloud computing, big data, internet of things, wireless sensor network, and data analytics. He is a member of many professional organizations, including MIEEE; MCSI; MCSTA/ACM, USA; MIAENG, Hong Kong;MIRED, USA; MACEEE, New Delhi; MIACSIT, Singapore; and MAASCIT, USA.
Claudio Savaglio is a Tenure-Track Assistant Professor at the Department of Computer Science, Modeling, Electronics and Systems Engineering (DIMES) of the Università della Calabria, and a Researcher at ICAR-CNR (Institute for high performance computing and net-working of the Italian National Research Council), Italy. He received the Master degree in Computer Engineering (2013) and the Ph.D. degree in ICT (2018) both from the University of Calabria (Unical), Italy, where he was also Postdoctoral Research Fellow. In 2020 he obtained the Italian National Scientific Habilitation to Associate Professor in information processing systems. Dr. Savaglio was a Visiting Researcher at the University of Texas at Dallas (TX, USA) in 2013, at the New Jersey Institute of Technology (NJ, USA) in 2016, and at the Universitat Politècnica de València (Spain) in 2017. His research interests include the Internet of Things (IoT), network simulation, edge intelligence, and agent-oriented development methodologies. He has co-authored 70+ scientific papers on the aforementioned topics which have been published in international journals, book chapters and conference proceedings. He currently serves as Associate Editor for the IEEE Transactions on Systems, Man and Cybernetics: Systems and Guest Editor for the Journal of Computers & Electrical Engineering (CAEE), Sensors and IET journal. He has also served as a technical program committee member and reviewer for many premium conferences and journals in the areas of IoT, computer communications and networks. He is a member of the Ph. D. board in ICT at University of Calabria and of the Italian Ph.D. board in Autonomous Systems (DAUSY).
Roberto Minerva (Senior Member, IEEE) received the M.S. (summa cum laude) degree in computer science from the University of Bari, Italy, in 1987, and the Ph.D. degree in computer science and telecommunications fromPierre and Marie Curie University-Sorbonne University, Paris, France, in 2013. From 1987 to 1996, he was a Researcher in the area of service architectures and network intelligence within the Telecom Italia Research Center. In the following years, he was appointed responsible of several research groups related to network intelligence and evolution to next generation networks. From 2013 to 2016, he was appointed to the Strategic Initiatives of TIM. In 2016, he was the Technical Project Leader of SoftFIRE and a European Project devoted to the experimentation of NFV, SDN, and edge computing. Since 2018, he has been an Associate Professor of Softwarization within the Service Architecture Lab of the Wireless Networks and Multimedia Services Department of Institut Mines Telecom Sud Paris part of Institute Polytechnique de Paris, Evry, Paris, France. He is the author of the book Networks and New Services: A Complete Story. He is the author of more than 50 articles in journals and international conferences. Dr. Minerva has been the Chairperson of the IEEE IoT Initiative in the period (2014 -2016). He is currently a member of the Scientific Committee of the Fondazione Bruno Kessler, Trento, Italy.
Flávia C. Delicato is an Associate Professor at the Fluminense Federal University, Brazil. Her main research interests are Edge/Fog Computing, Internet of Things, adaptive middleware, sensor and network virtualization. She has 2 books and over 230 published papers. She coordinates and participates in R&D projects funded by companies such as EMC, Dell and Petrobras. Her research has also received funding from Brazilian and international development agencies, including CNPq, RNP, FAPESP, FAPERJ, CENPES, MCT, Fundacion Carolina and The Australian Agency for International Development (AusAID). She has served as General and Program Chairs at several national and international conferences. She serves/has served as Associate Editor of the following journals: Ad hoc Networks, ACM Computer Surveys, IEEE Transactions on Service Computing, IEEE Open Journal of the Communications Society, ITU Journal on Future and Evolving Technologies and Journal of Interconnection Networks, besides acting as Guest Editor for Special Issues of Journals such as Future Generation Computer Systems and IEEE Transactions on Consumer Electronics. Since 2017 she is a member of the IEEE Technical Committee on Smart World - SWTC. Since 2020 she has been one of the Chairs of the IEEE Special Committee on Hyper-Intelligence (Hyper-Intelligence Technical Committee -HITC).
作者簡介(中文翻譯)
Souvik Pal 是印度加爾各答 Sister Nivedita University (Techno India Group) 計算機科學與工程系的副教授。在此之前,他曾在 Global Institute of Management and Technology、Brainware University、JIS College of Engineering、Elitte College of Engineering 和 Nalanda Institute of Technology 等機構任職。Pal 博士在印度 Bhubaneswar 的 KIIT University 獲得計算機科學與工程的碩士和博士學位。他擁有超過十年的學術經驗,並且是超過 15 本來自知名出版社(包括 Elsevier、Springer、CRC Press 和 Wiley)的書籍的作者或共同編輯,並持有三項專利。他擔任 Scrivener-Wiley Publishing 出版的《Advances in Learning Analytics for Intelligent Cloud-IoT Systems》系列的編輯;CRC Press、Taylor & Francis Group 出版的《Internet of Things: Data-Centric Intelligent Computing, Informatics, and Communication》;以及 CRC Press、Taylor & Francis Group 出版的《Conference Proceedings Series on Intelligent Systems, Data Engineering, and Optimization》。Pal 博士在 Scopus / SCI/SCIE 期刊和會議上發表了多篇研究論文。他是 RICE 2019 和 RICE 2020(越南)、ICICIT 2019(突尼西亞)的組織主席。他曾受邀擔任 ICICCT 2019(土耳其)和 ICTIDS 2019、2021(馬來西亞)的主題演講者。他還擔任 ICICCT 2019、2020;ICMMCS 2020、2021;ICWSNUCA 2021(印度)的會議論文編輯。他的專業活動包括擔任超過 100 本國際期刊和會議的副編輯、客座編輯和編輯委員會成員。他的研究領域包括雲計算、大數據、物聯網、無線感測器網路和數據分析。他是多個專業組織的成員,包括 MIEEE、MCSI、MCSTA/ACM(美國)、MIAENG(香港)、MIRED(美國)、MACEEE(新德里)、MIACSIT(新加坡)和 MAASCIT(美國)。
Claudio Savaglio 是意大利卡拉布里亞大學計算機科學、建模、電子與系統工程系(DIMES)的終身教職助理教授,並且是意大利國家研究委員會高效能計算與網路研究所(ICAR-CNR)的研究員。他於 2013 年獲得卡拉布里亞大學(Unical)計算機工程碩士學位,並於 2018 年獲得 ICT 博士學位,並曾擔任該校的博士後研究員。2020 年,他獲得意大利國家科學資格認證,成為信息處理系統的副教授。Savaglio 博士於 2013 年在美國德克薩斯州達拉斯的德克薩斯大學、2016 年在美國新澤西理工學院、2017 年在西班牙瓦倫西亞理工大學擔任訪問研究員。他的研究興趣包括物聯網(IoT)、網路模擬、邊緣智能和面向代理的開發方法。他共同撰寫了 70 多篇關於上述主題的科學論文,並發表在國際期刊、書籍章節和會議論文集中。他目前擔任《IEEE Transactions on Systems, Man and Cybernetics: Systems》的副編輯,以及《Journal of Computers & Electrical Engineering (CAEE)》、《Sensors》和 IET 期刊的客座編輯。他還擔任多個高端會議和期刊的技術程序委員會成員和審稿人,專注於物聯網、計算機通信和網路領域。他是卡拉布里亞大學 ICT 博士學位委員會的成員,也是意大利自主系統(DAUSY)博士學位委員會的成員。
Roberto Minerva(IEEE 高級會員)於 1987 年在意大利巴里大學獲得計算機科學碩士學位(以優異成績畢業),並於 2013 年在法國巴黎的皮埃爾與瑪麗居里大學-索邦大學獲得計算機科學與電信的博士學位。從 1987 年到 1996 年,他在 Telecom Italia 研究中心擔任服務架構和網路智能領域的研究員。在隨後的幾年中,他負責多個與網路智能和下一代網路演進相關的研究小組。從 2013 年到 2016 年,他被任命為 TIM 的戰略計劃負責人。2016 年,他是 SoftFIRE 的技術項目負責人,這是一個專注於 NFV、SDN 和邊緣計算實驗的歐洲項目。自 2018 年以來,他一直是法國巴黎高等工業學院(Institut Mines Telecom Sud Paris,巴黎理工學院的一部分)無線網路與多媒體服務系的軟體化副教授。他是《Networks and New Services: A Complete Story》一書的作者,並在期刊和國際會議上發表了 50 多篇文章。Minerva 博士曾在 2014 年至 2016 年期間擔任 IEEE 物聯網倡議的主席。他目前是意大利特倫托 Bruno Kessler 基金會的科學委員會成員。
Flávia C. Delicato 是巴西弗魯米嫩塞聯邦大學的副教授。她的主要研究興趣包括邊緣/霧計算、物聯網、自適應中介軟體、感測器和網路虛擬化。她出版了 2 本書和超過 230 篇論文。她協調並參與由 EMC、Dell 和 Petrobras 等公司資助的研發項目。她的研究也獲得了巴西和國際發展機構的資助,包括 CNPq、RNP、FAPESP、FAPERJ、CENPES、MCT、Fundacion Carolina 和澳大利亞國際發展署(AusAID)。她曾擔任多個國內外會議的總主席和程序主席。她擔任過以下期刊的副編輯:Ad hoc Networks、ACM Computer Surveys、IEEE Transactions on Service Computing、IEEE Open Journal of the Communications Society、ITU Journal on Future and Evolving Technologies 和 Journal of Interconnection Networks,並擔任過 Future Generation Computer Systems 和 IEEE Transactions on Consumer Electronics 等期刊的特刊客座編輯。自 2017 年以來,她是 IEEE 智慧世界技術委員會(SWTC)的成員。自 2020 年以來,她一直是 IEEE 超智能特別委員會(Hyper-Intelligence Technical Committee - HITC)的主席之一。