Artificial Intelligence in Manufacturing: Enabling Intelligent, Flexible and Cost-Effective Production Through AI
Soldatos, John
相關主題
商品描述
This open access book presents a rich set of innovative solutions for artificial intelligence (AI) in manufacturing. The various chapters of the book provide a broad coverage of AI systems for state of the art flexible production lines including both cyber-physical production systems (Industry 4.0) and emerging trustworthy and human-centered manufacturing systems (Industry 5.0). From a technology perspective, the book addresses a wide range of AI paradigms such as deep learning, reinforcement learning, active learning, agent-based systems, explainable AI, industrial robots, and AI-based digital twins. Emphasis is put on system architectures and technologies that foster human-AI collaboration based on trusted interactions between workers and AI systems. From a manufacturing applications perspective, the book illustrates the deployment of these AI paradigms in a variety of use cases spanning production planning, quality control, anomaly detection, metrology, workers' training, supply chain management, as well as various production optimization scenarios.
This is an open access book.
商品描述(中文翻譯)
這本開放存取的書籍提供了一系列創新的解決方案，專注於製造業中的人工智慧（AI）。書中的各個章節廣泛涵蓋了最先進的靈活生產線的AI系統，包括網路物理生產系統（Industry 4.0）和新興的可信賴及以人為中心的製造系統（Industry 5.0）。從技術的角度來看，這本書探討了多種AI範式，如深度學習、強化學習、主動學習、基於代理的系統、可解釋的AI、工業機器人以及基於AI的數位雙胞胎。書中強調了促進人類與AI系統之間基於信任互動的系統架構和技術。從製造應用的角度來看，這本書展示了這些AI範式在多種使用案例中的應用，涵蓋了生產規劃、品質控制、異常檢測、計量、工人培訓、供應鏈管理以及各種生產優化情境。
這是一本開放存取的書籍。
作者簡介
John Soldatos holds a PhD in Electrical & Computer Engineering from the National Technical University of Athens (2000) and is currently Honorary Research Fellow at the University of Glasgow, UK (2014-present). He was Associate Professor and Head of the Internet of Things (IoT) Group at the Athens Information Technology (AIT), Greece (2006-2019), and Adjunct Professor at the Carnegie Mellon University, Pittsburgh, PA (2007-2010). He has significant experience in working closely with large multi-national industries (IBM Hellas, INTRACOM S.A, INTRASOFT International S.A, Netcompany-Intrasoft S.A) as R&D consultant and delivery specialist, while being scientific advisor to high-tech startup enterprises. Dr. Soldatos is an expert in Internet-of-Things (IoT) and Artificial Intelligence (AI) technologies and applications, including applications in smart cities, finance (Finance 4.0), and industry (Industry 4.0 / Industry5.0). Dr. Soldatos has had a leading role in the successful delivery of more than seventy (commercial-industrial, research, and business consulting) projects, for both private & public sector organizations, including complex integrated projects. He is co-founder of the open-source platform OpenIoT. He has published more than 200 articles in international journals, books, and conference proceedings. He has also significant academic teaching experience, along with experience in executive education and corporate training. Dr. Soldatos is regular speaker in international conferences, as well as contributor to various international magazines and blogs, on topics related to Artificial Intelligence, IoT, Industry 4.0, Industry 5.0, and cybersecurity. Moreover, he has received national and international recognition through various appointments in standardization working groups, expert groups, and various boards. He has recently coedited and coauthored eight edited volumes (books) on Artificial Intelligence, Internet of Things, and Cybersecurity related themes.
作者簡介(中文翻譯)
約翰·索達托斯（John Soldatos）擁有雅典國立技術大學（National Technical University of Athens）電機與計算機工程博士學位（2000年），目前是英國格拉斯哥大學（University of Glasgow）的榮譽研究員（2014年至今）。他曾擔任希臘雅典資訊科技（Athens Information Technology, AIT）物聯網（IoT）小組的副教授及負責人（2006-2019），並在卡內基梅隆大學（Carnegie Mellon University）擔任兼任教授（2007-2010）。他在與大型跨國企業（如IBM Hellas、INTRACOM S.A、INTRASOFT International S.A、Netcompany-Intrasoft S.A）密切合作方面擁有豐富的經驗，擔任研發顧問及交付專家，同時也是高科技創業公司的科學顧問。索達托斯博士是物聯網（IoT）和人工智慧（AI）技術及應用的專家，涵蓋智慧城市、金融（Finance 4.0）和工業（Industry 4.0 / Industry 5.0）等應用領域。索達托斯博士在成功交付超過七十個（商業工業、研究及商業諮詢）項目中扮演了重要角色，這些項目涉及私營及公共部門組織，包括複雜的整合項目。他是開源平台OpenIoT的共同創辦人，並在國際期刊、書籍及會議論文集中發表了超過200篇文章。他還擁有顯著的學術教學經驗，以及高管教育和企業培訓的經驗。索達托斯博士是國際會議的常規演講者，並為各種國際雜誌和博客撰稿，主題涉及人工智慧、物聯網、工業4.0、工業5.0及網絡安全。此外，他通過在標準化工作組、專家小組及各種委員會中的多項任命，獲得了國內外的認可。他最近共同編輯和共同撰寫了八本有關人工智慧、物聯網及網絡安全主題的編輯卷（書籍）。
