Ai-Driven Iot Systems for Industry 4.0
暫譯: 工業 4.0 的 AI 驅動 IoT 系統

Jose, Deepa, Nanjundan, Preethi, Paul, Sanchita

  • 出版商: CRC
  • 出版日期: 2024-07-30
  • 售價: $6,450
  • 貴賓價: 9.5$6,128
  • 語言: 英文
  • 頁數: 402
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 1032554150
  • ISBN-13: 9781032554150
  • 相關分類: 物聯網 IoT
  • 海外代購書籍(需單獨結帳)

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商品描述

The purpose of this book is to discuss the trends and key drivers of Internet of Things (IoT) and artificial intelligence (AI) for automation in Industry 4.0. IoT and AI are transforming the industry thus accelerating efficiency and forging a more reliable automated enterprise. AI-driven IoT systems for Industry 4.0 explore current research to be carried out in the cutting-edge areas of AI for advanced analytics, integration of industrial IoT (IIoT) solutions and Edge components, automation in cyber-physical systems, world leading Industry 4.0 frameworks and adaptive supply chains, etc.

A thorough exploration of Industry 4.0 is provided, focusing on the challenges of digital transformation and automation. It covers digital connectivity, sensors, and the integration of intelligent thinking and data science. Emphasizing the significance of AI, the chapter delves into optimal decision-making in Industry 4.0. It extensively examines automation and hybrid edge computing architecture, highlighting their applications. The narrative then shifts to IIoT and edge AI, exploring their convergence and the use of edge AI for visual insights in smart factories. The book concludes by discussing the role of AI in constructing digital twins, speeding up product development lifecycles, and offering insights for decision-making in smart factories. Throughout, the emphasis remains on the transformative impact of deep learning and AI in automating and accelerating manufacturing processes within the context of Industry 4.0.

This book is intended for undergraduates, postgraduates, academicians, researchers, and industry professionals in industrial and computer engineering.

商品描述(中文翻譯)

本書的目的是討論物聯網(IoT)和人工智慧(AI)在工業4.0自動化中的趨勢和關鍵驅動因素。物聯網和人工智慧正在改變產業,從而加速效率並打造更可靠的自動化企業。針對工業4.0的AI驅動物聯網系統,探索當前在AI前沿領域進行的研究,包括先進分析、工業物聯網(IIoT)解決方案與邊緣元件的整合、網路物理系統中的自動化、全球領先的工業4.0框架以及適應性供應鏈等。

本書深入探討工業4.0,重點關注數位轉型和自動化的挑戰。內容涵蓋數位連接、感測器以及智能思維和數據科學的整合。強調人工智慧的重要性,本章深入探討工業4.0中的最佳決策制定。廣泛檢視自動化和混合邊緣計算架構,突顯其應用。接著,敘述轉向工業物聯網和邊緣人工智慧,探索它們的融合以及在智慧工廠中使用邊緣人工智慧進行視覺洞察的應用。最後,本書討論人工智慧在構建數位雙胞胎、加速產品開發生命週期以及為智慧工廠的決策提供洞察方面的角色。整體而言,重點在於深度學習和人工智慧在工業4.0背景下自動化和加速製造過程的變革性影響。

本書適合本科生、研究生、學術界人士、研究人員以及工業和計算機工程領域的專業人士。

作者簡介

Dr. Deepa Jose works as Head of Department of Sponsored Research and Consultancy and Professor of ECE at KCG College of Technology, Chennai, India, and is an IEEE Senior Member and IEEE Women in Engineering Chair. She has done various outreach activities for women empowerment through IEEE WIE. She has completed Ph.D. in VLSI Design from College of Engineering Guindy, Anna University Chennai in the year 2015. She is a life time member of IEI and IET. She has more than 18 years of teaching experience. She has Guideship from Anna University and produced one Ph.D. student and currently guiding eight Ph.D. students. She has Indian Patent Granted, two FER completed and one International Patent Grant. She has published more than 60 research papers in Journals, International Conferences in India and abroad. She is a member of Technical Committees of conferences and journals. Her areas of research interest include VLSI for wireless communication, deep learning, biomedical signal processing, IoT for healthcare, GIS initiatives, soft computing, and AI. She is recipient of Best Academic Practitioner Award from IET Chennai and IEEE Award for Professional Achievement. Deepa Jose has conducted 3 International Conferences and more than 30 Fdps/workshops/webinars. She has won three Best Paper awards. She has won two Best Research Paper Awards in the Fifth International Congress and Expo on Biotechnology and Bioengineering held in the United Kingdom and at IEEE INDISCON 2023 conducted by IEEE India Council.

Dr. Preethi Nanjundan is an Associate Professor (SRG) in the Department of Data Science at Christ University, Pune, Lavasa campus, Maharashtra, India. She received her Doctorate degree from Bharathiar University, Coimbatore, in 2014. She received her Master of Philosophy in computer science from Bharathiar University in 2007 and earned Master's degree in Computer Applications from Bharathidasan University in 2004. Her research and teaching experience spans 18 years. Besides publishing over 20 papers in international refereed journals, she has contributed chapters to various books and published 5 books. Four of her patents have also been granted. In 2020, she received the Best Professor award from Lead India and Vision Digital India. Her contributions to a book titled "Covid 19 and its Impact" have been inducted into the Indian and Asian books of records. Her research area includes machine learning, natural language processing, and neural network. She is a lifetime member of professional societies, including Computer Society of India (CSI), International Association of Computer Science and Information Technology (IACSIT), Computer Science Teachers Association, and Indian Society for Technical Education (ISTE).

Dr. Sanchita Paul is presently working as Associate Professor in BIT Mesra, Ranchi, Jharkhand. She received her Ph.D. Degree from BIT Mesra, Ranchi, Jharkhand, in the year January 2012. She received her M. Tech Degree from BIT Mesra, Ranchi, Jharkhand, in the year 2006 and BE Degree from Burdwan University, West Bengal, in the year of 2004. Her research areas include artificial intelligence, cloud computing, Internet of Things, machine learning and deep learning. She has guided five Ph.D. Scholars. She has published 60 International Journals of International repute. She also has six patents in area of health informatics, IoT and Cloud Computing. She has acted as session chair and editorial member of many international journals and conferences. She has published one book on cloud computing in Scholar's Press, Germany and five book chapters. She has completed two projects and one ISRO-funded project is ongoing. She is life member of CSI. She is principal investigator in setting of cloud computing lab at BIT Mesra, Ranchi.

Dr. Sachi Nandan Mohanty received his PostDoc from IIT Kanpur in the year 2019 and Ph.D. from IIT Kharagpur, India, in the year 2015, with MHRD scholarship from Govt of India. He has authored/edited 28 books, published by IEEE-Wiley, Springer, Wiley, CRC Press, NOVA, and DeGruyter. His research areas include data mining, big data analysis, cognitive science, fuzzy decision making, brain-computer interface, cognition, and computational intelligence. Prof. S N Mohanty has received four Best Paper Awards during his Ph.D. at IIT Kharagpur from International Conference at Beijing, China, and the other at International Conference on Soft Computing Applications organized by IIT Roorkee in the year 2013. He has awarded best thesis award first prize by Computer Society of India in the year 2015. He has guided nine Ph.D. scholars. He has published 120 International Journals of International repute and has been elected as FELLOW of Institute of Engineers, European Alliance Innovation (EAI), and Senior member of IEEE Computer Society Hyderabad chapter. He is also the reviewer of Journal of Robotics and Autonomous Systems (Elsevier), Computational and Structural Biotechnology Journal (Elsevier), Artificial Intelligence Review (Springer), Spatial Information Research (Springer).

作者簡介(中文翻譯)

深帕·喬斯博士目前擔任印度金奈KCG科技學院電子與通訊工程系的贊助研究與顧問部門主任及教授,並且是IEEE資深會員及IEEE女性工程師委員會主席。她透過IEEE WIE進行了多項女性賦權的外展活動。她於2015年在安娜大學金奈的工程學院完成了VLSI設計的博士學位。她是IEI和IET的終身會員,擁有超過18年的教學經驗。她擁有安娜大學的指導資格,培養了一名博士生,並目前指導八名博士生。她獲得了印度專利,完成了兩項FER,並獲得一項國際專利授權。她在國內外的期刊和國際會議上發表了超過60篇研究論文。她是多個會議和期刊的技術委員會成員。她的研究興趣包括無線通信的VLSI、深度學習、生物醫學信號處理、健康照護的物聯網、地理資訊系統倡議、軟計算和人工智慧。她獲得了IET金奈的最佳學術實踐者獎和IEEE專業成就獎。深帕·喬斯博士主持了3場國際會議和超過30場的Fdps/工作坊/網路研討會,並獲得三項最佳論文獎。在英國舉行的第五屆生物技術與生物工程國際大會及博覽會和由IEEE印度委員會舉辦的IEEE INDISCON 2023中,她獲得了兩項最佳研究論文獎。

普里提·南詹丹博士是印度馬哈拉施特拉邦普納基督大學數據科學系的副教授(SRG)。她於2014年在印度科印巴托的巴拉特亞大學獲得博士學位。她於2007年在巴拉特亞大學獲得計算機科學的哲學碩士學位,並於2004年在巴拉特迪薩大學獲得計算機應用的碩士學位。她擁有18年的研究和教學經驗。除了在國際同行評審期刊上發表超過20篇論文外,她還為多本書籍撰寫章節並出版了5本書。她的四項專利也已獲得授權。2020年,她獲得了Lead India和Vision Digital India頒發的最佳教授獎。她對名為《Covid 19及其影響》的書籍的貢獻已被納入印度和亞洲紀錄。她的研究領域包括機器學習、自然語言處理和神經網絡。她是多個專業學會的終身會員,包括印度計算機學會(CSI)、國際計算機科學與信息技術協會(IACSIT)、計算機科學教師協會和印度技術教育學會(ISTE)。

桑奇塔·保羅博士目前在印度賈坎德邦朗齊的BIT Mesra擔任副教授。她於2012年1月在BIT Mesra獲得博士學位,並於2006年在BIT Mesra獲得碩士學位,2004年在西孟加拉的布爾德萬大學獲得工程學士學位。她的研究領域包括人工智慧、雲計算、物聯網、機器學習和深度學習。她指導了五名博士生,並在國際知名的期刊上發表了60篇論文。她在健康信息學、物聯網和雲計算領域擁有六項專利。她曾擔任多個國際期刊和會議的會議主席和編輯成員。她在德國的Scholar's Press出版了一本關於雲計算的書籍和五個書章。她已完成兩個項目,並正在進行一個由ISRO資助的項目。她是CSI的終身會員,並在BIT Mesra設立雲計算實驗室擔任首席研究員。

薩奇·南丹·莫漢提博士於2019年在印度理工學院坎普爾獲得博士後學位,並於2015年在印度理工學院卡拉格普爾獲得博士學位,獲得印度政府的MHRD獎學金。他編著或編輯了28本書,出版商包括IEEE-Wiley、Springer、Wiley、CRC Press、NOVA和DeGruyter。他的研究領域包括數據挖掘、大數據分析、認知科學、模糊決策、腦機介面、認知和計算智能。莫漢提教授在卡拉格普爾的博士期間獲得了四項最佳論文獎,分別來自於在中國北京舉行的國際會議和2013年由印度理工學院魯爾基舉辦的軟計算應用國際會議。他於2015年獲得印度計算機學會頒發的最佳論文獎第一名。他指導了九名博士生,並在國際知名的期刊上發表了120篇論文,並被選為工程師學會、歐洲聯盟創新(EAI)FELLOW及IEEE計算機學會海德拉巴分會的資深會員。他也是《機器人與自主系統期刊》(Elsevier)、《計算與結構生物技術期刊》(Elsevier)、《人工智慧評論》(Springer)和《空間信息研究》(Springer)的審稿人。