AI-Driven Digital Twin and Industry 4.0: A Conceptual Framework with Applications

本書介紹了AI驅動的數位孿生在工業4.0生態系統中的角色，著重於智能製造、可持續發展和其他應用。它還討論了不同的案例研究，並深入了解使用AI和數位孿生進行工業發展的益處和限制。

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Ludhiana Guru Nanak Dev Engineering College的計算機科學與工程系教師。她於2018年在I.K. Gujral Punjab Technical University獲得計算機科學與工程博士學位，並擁有超過20年的教學經驗。她於2023年在印度理工學院Roorkee完成了數據科學和機器學習的研究生證書課程。Dr. Rani還於2023年在俄羅斯南烏拉爾州立大學的大數據挖掘和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區域最佳教師獎和2021年國際青年科學家獎。Dr. Rani在知名期刊和會議論文中發表了多篇文章，並申請了三項國際專利。她在A.I.C.T.E.贊助的教師發展計劃中發表了許多專家演講，並組織了許多國際會議。她的研究興趣包括並行和分佈式計算、機器學習、物聯網(IoT)、醫療保健和數字孿生。

Dr. Pankaj Bhambri在Ludhiana Guru Nanak Dev Engineering College的資訊技術系工作。他還擔任該學院的技能增強細胞協調員，並擁有近20年的教學經驗。Dr. Bhambri在印度I.K.G. Punjab Technical University和Dr. B.R. Ambedkar University分別獲得了M.Tech.（CSE）和B.E.（IT）榮譽學位。他在I.K.G. Punjab Technical University獲得了計算機科學與工程博士學位，並在長時間內擔任助理註冊員（學術）、學術委員會成員、BoS成員、RAC成員、宿舍舍監、APIO和NSS協調員等額外職責。他的研究發表在多個知名國際/國內期刊和會議論文中。Dr. Bhambri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。由於過去二十年來在社會和學術/研究方面的傑出成就，Dr. Bhambri獲得了2022年和2023年的ISTE最佳教師獎、2020年I2OR國家獎、2020年Green ThinkerZ國際傑出教育家100強、2019年I2OR傑出教育家獎，以及其他多個政府和非營利組織的殊榮。他指導了許多本科/研究生研究項目/論文，現在還指導多個博士研究工作。他在獲得AICTE、TEQIP等資助的同時組織了許多課程。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年在印度理工學院Roorkee獲得數據挖掘博士學位。他在俄羅斯南烏拉爾州立大學的大數據和機器學習研究實驗室擔任領導研究員。此外，他還是數據挖掘和虛擬化實驗室的負責人，並在計算機科學系擔任副教授。他在國際知名機構擁有12年的教學和8年的研究經驗。Dr. Kumar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。他在國際會議和AICTE印度贊助的FDP計劃中發表了多次演講。他的研究領域包括物聯網、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，B.E，M.Tech，Ph.D，（PostDoc），MIE&SMIEE，目前擔任教授和系```