AI-Driven Digital Twin and Industry 4.0: A Conceptual Framework with Applications
暫譯: AI 驅動的數位雙胞胎與工業 4.0：概念框架及應用

這本書介紹了 AI 驅動的數位雙胞胎在工業 4.0 生態系統中的角色，重點關注智慧製造、可持續發展及其他多種應用。它還討論了不同的案例研究，並深入了解使用 AI 和數位雙胞胎進行工業發展的優勢和限制。

《AI 驅動的數位雙胞胎與工業 4.0：應用的概念框架》介紹了數位雙胞胎在智慧製造中的角色，並全篇聚焦於數位雙胞胎框架。它提供了工業 4.0 環境中各種 AI 應用的摘要，並強調先進計算和通信技術的角色。這本書提供了 AI 驅動的數位雙胞胎在各種應用領域的示範範例，並包括用於分析工業運作對環境影響的 AI 技術及其範例。書中回顧了在工業 4.0 生態系統中部署 AI 驅動的數位雙胞胎的主要挑戰，並介紹了 AI 如何用於設計各種應用的數位雙胞胎。這本書還使讀者熟悉計算和通信技術在各種工業應用中的應用，並總結了 AI、數位雙胞胎和智慧製造領域的持續研究和創新，同時追蹤各種研究挑戰及未來的進展。

這本參考書是必讀之作，對於學生、研究人員、學術界人士、行業專家及相關領域的專業人士都非常有益。

Dr. Sita Rani is a faculty member of the Dept of Computer Science and Engineering at Guru Nanak Dev Engineering College, Ludhiana. She earned her Ph.D. in Computer Science and Engineering from I.K. Gujral Punjab Technical University, Kapurthala, Punjab in 2018 and has more than 20 years of teaching experience.She completed her Post Graduate Certificate Program in Data Science and Machine Learning from the Indian Institute of Technology, Roorkee in 2023. Dr. Rani also completed her Postdoc from Big Data Mining and Machine Learning Lab, South Ural State University, Russia in August 2023.She is an active member of ISTE, IEEE, and IAEngg and is the recipient of the ISTE Section Best Teacher Award 2020, and the International Young Scientist Award 2021. Dr. Rani has contributed to various research activities while publishing articles in renowned journals and conference proceedings. She has published three international patents and has delivered many expert talks in A.I.C.T.E. sponsored Faculty Development Programs along with organizing many International Conferences. Her research interests include Parallel and Distributed Computing, Machine Learning, the Internet of Things (IoT), Healthcare, and Digital Twin.

Dr. Pankaj Bhambri is working in the Department of Information Technology at Ludhiana's Guru Nanak Dev Engineering College. He also serves as the Institute's Coordinator, Skill Enhancement Cell, and has almost 20 years of experience as a teacher. Dr. Bhambri earned his M.Tech. (CSE) and his B.E. (IT) with honors from the I.K.G. Punjab Technical University, Jalandhar, India, and the Dr. B.R. Ambedkar University, Agra, India, respectively. He earned a doctorate in computer science and engineering from the I.K.G. Punjab Technical University, Jalandhar, India, and for a long span, he served the additional duties of an Assistant Registrar (Academic), Member (Academic Council), Member (BoS), Member (RAC), Hostel Warden, APIO, and NSS Coordinator for his institute. His research has appeared in a variety of prestigious international/national journals and conference proceedings. Dr. Bhambri has contributed to numerous textbooks as an editor/author and filed several patents. As a result of his outstanding social and academic/research accomplishments over the past two decades, Dr. Bhambri has been awarded the ISTE Best Teacher Award 2022 and 2023, I2OR National Award 2020, Green ThinkerZ Top 100 International Distinguished Educators - 2020, I2OR Outstanding Educator Award - 2019, as well as other prestigious awards in previous years and countless other accolades from various government and non-profit organizations. He has supervised many undergraduate/postgraduate research projects/dissertations and is now supervising multiple Ph.D. research work. He organized numerous courses while receiving funding from the AICTE, TEQIP, and others. His current research and expertise are in Machine Learning, Bioinformatics, Wireless Sensor Networks, and Network Security.

Dr. Sachin Kumar earned his Ph.D. at IIT Roorkee in 2017 in Data Mining. He is working as a Leading Researcher at the Big Data and Machine Learning Research Lab at South Ural State University, Chelyabinsk, Russia. Additionally, He is the Head of the Data Mining and Virtualization Laboratory and an Associate Professor in the Computer Science Department. He has 12 years of teaching and 8 years of research experience in international institutions of repute. Dr. Kumar served as a guest editor in a reputed journal and is an active member of the reviewer committee in several international journals. He has also delivered several talks at the international conference and FDP programs sponsored by AICTE India. His research areas are IoT, Computer Vision, Smart City, Intelligent Transportation Systems, Smart Healthcare, Internet of Medical Things.

Dr. Piyush Kumar Pareek, B.E, M.Tech, Ph.D, (PostDoc), MIE&SMIEE, is working as a Professor and Department Head at Nitte Meenakshi Institute of Technology, Bengaluru. He has an interest in continuous Learning and Teaching and completed his B.E, M.Tech., and Ph.D. in the field of Computer Science Engineering. Dr. Pareek has experienced close to a decade in teaching and has published 100 plus research articles and 10 plus textbooks. He has also 15 design patents granted along with 18 Australian Innovation patents and has filed and published 50 plus Indian Utility patents. Dr. Pareek is a reviewer in many international refereed journals of repute and serves as Assistant Director in Social Service Cell Bengaluru North.

Dr. Ahmed A. Elngar is an Associate Professor of Computer Science at the Faculty of Computers and Artificial Intelligence, Beni-Suef University, Egypt. Dr. Elngar is also, an Associate Professor of Computer Science at the College of Computer Information Technology, American University in the Emirates, United Arab Emirates. He is also Adjunct Professor the at School of Technology, Woxsen University, India, and the Founder and Head of the Scientific Innovation Research Group (SIRG). Dr. Elngar is a Director of the Technological and Informatics Studies Center (TISC) and Faculty of Computers and Artificial Intelligence, Beni-Suef University. Dr. Elngar has more than 106 scientific research papers published in prestigious international journals and over 25 books covering such diverse topics as data mining, intelligent systems, social networks, and smart environment. He is a collaborative researcher and a member of the Egyptian Mathematical Society (EMS) and the International Rough Set Society (IRSS). His other research areas include the Internet of Things (IoT), Network Security, Intrusion Detection, Machine Learning, Data Mining, and Artificial Intelligence, Big Data, Authentication, Cryptology, Healthcare Systems, and Automation Systems. He is an Editor and Reviewer of many international journals around the world and has won several awards including "Young Researcher in Computer Science Engineering", from Global Outreach Education Summit and Awards 2019, on 31 January 2019 in Delhi, India. He also received the Best Young Researcher Award and the Global Education and Corporate Leadership Award (GECL-2018).

**Dr. Sita Rani** 是印度盧迪亞納的古魯納納克德夫工程學院計算機科學與工程系的教職員。她於2018年在印度旁遮普的I.K. Gujral旁遮普技術大學獲得計算機科學與工程的博士學位，並擁有超過20年的教學經驗。她於2023年完成了印度理工學院魯爾基分校的數據科學與機器學習研究生證書課程。Rani博士於2023年8月在俄羅斯南烏拉爾國立大學的大數據挖掘與機器學習實驗室完成了博士後研究。她是ISTE、IEEE和IAEngg的活躍成員，並獲得了2020年ISTE分會最佳教師獎和2021年國際青年科學家獎。Rani博士在各種研究活動中做出了貢獻，並在知名期刊和會議論文集中發表了多篇文章。她已獲得三項國際專利，並在A.I.C.T.E.贊助的教師發展計劃中發表了多次專家演講，並組織了多場國際會議。她的研究興趣包括平行與分佈式計算、機器學習、物聯網（IoT）、醫療保健和數位雙胞胎。

**Dr. Pankaj Bhambri** 在盧迪亞納的古魯納納克德夫工程學院信息技術系工作。他還擔任學院的協調員和技能提升小組，擁有近20年的教學經驗。Bhambri博士在印度賈蘭達爾的I.K.G.旁遮普技術大學獲得了M.Tech.（計算機科學與工程）學位，並在印度阿格拉的B.R.安貝德卡大學獲得了榮譽學士學位（信息技術）。他在印度賈蘭達爾的I.K.G.旁遮普技術大學獲得計算機科學與工程的博士學位，並長期擔任學院的助理註冊官（學術）、學術委員會成員、學位委員會成員、研究評審委員會成員、宿舍管理員、APIO和NSS協調員。他的研究成果發表在多個著名的國際/國內期刊和會議論文集中。Bhambri博士作為編輯/作者為多本教科書做出了貢獻，並申請了多項專利。由於他在過去二十年中的卓越社會和學術/研究成就，Bhambri博士獲得了2022年和2023年ISTE最佳教師獎、2020年I2OR國家獎、2020年Green ThinkerZ全球百大傑出教育者、2019年I2OR傑出教育者獎，以及其他多項榮譽和來自各種政府和非營利組織的無數獎項。他指導了許多本科/研究生的研究項目/論文，並目前正在指導多項博士研究工作。他組織了多個課程，並獲得了來自A.I.C.T.E.、TEQIP等機構的資助。他目前的研究和專業領域包括機器學習、生物信息學、無線傳感器網絡和網絡安全。

**Dr. Sachin Kumar** 於2017年在IIT魯爾基獲得數據挖掘的博士學位。他目前在俄羅斯切利亞賓斯克的南烏拉爾國立大學的大數據與機器學習研究實驗室擔任首席研究員。此外，他還是計算機科學系的數據挖掘與虛擬化實驗室主任和副教授。他在國際知名機構擁有12年的教學和8年的研究經驗。Kumar博士曾擔任知名期刊的客座編輯，並是多個國際期刊的審稿委員會的活躍成員。他還在由印度A.I.C.T.E.贊助的國際會議和FDP計劃中發表了多次演講。他的研究領域包括物聯網（IoT）、計算機視覺、智慧城市、智能交通系統、智慧醫療和醫療物聯網。

**Dr. Piyush Kumar Pareek**，擁有B.E、M.Tech、Ph.D（博士後）、MIE&SMIEE，現任班加羅爾Nitte Meenakshi科技學院的教授及系主任。他對持續學習和教學充滿熱情，並在計算機科學工程領域完成了B.E、M.Tech和Ph.D。Pareek博士擁有近十年的教學經驗，並發表了超過100篇研究文章和10本以上的教科書。他還獲得了15項設計專利以及18項澳大利亞創新專利，並申請和發表了超過50項印度實用專利。Pareek博士是多本國際評審期刊的審稿人，並擔任班加羅爾北部社會服務小組的助理主任。

**Dr. Ahmed A. Elngar** 是埃及貝尼蘇維夫大學計算機與人工智慧學院的副教授。Elngar博士同時也是阿聯酋美國大學計算機信息技術學院的副教授，並在印度Woxsen大學的技術學院擔任兼任教授，還是科學創新研究小組（SIRG）的創始人和負責人。Elngar博士是貝尼蘇維夫大學技術與信息研究中心（TISC）和計算機與人工智慧學院的主任。他在多個著名國際期刊上發表了超過106篇科學研究論文，並出版了超過25本書籍，涵蓋數據挖掘、智能系統、社交網絡和智慧環境等多個主題。他是一位合作研究者，也是埃及數學學會（EMS）和國際粗集社會（IRSS）的成員。他的其他研究領域包括物聯網（IoT）、網絡安全、入侵檢測、機器學習、數據挖掘、人工智慧、大數據、身份驗證、密碼學、醫療系統和自動化系統。他是多本國際期刊的編輯和審稿人，並獲得了多項獎項，包括2019年1月31日在印度德里的全球外展教育峰會和獎項中獲得的“計算機科學工程青年研究者”獎。他還獲得了最佳青年研究者獎和全球教育與企業領導獎（GECL-2018）。