Intelligent Prognostics for Engineering Systems with Machine Learning Techniques (機器學習技術在工程系統中的智能預測)

這段文字討論了在工業預測和可靠性評估的各個階段中所採用的最新數據驅動、基於物理的和混合的方法。這本書將對高年級本科生、研究生以及在工業與生產工程、電機工程和計算機科學等領域的學術研究者非常有幫助。

這本書：

- 討論預測領域的基本及進階研究
- 探索數據收集、故障檢測、劣化建模和可靠性預測的整合，並將其匯集於一本書中
- 涵蓋工程系統的預測與健康管理（PHM）
- 討論基於機器學習的最新預測方法

這本書處理了用於預測/外推/預測過程行為的工具和技術，基於當前健康狀態評估和未來操作條件，並借助機器學習。它將成為高年級本科生、研究生以及在工業與生產工程、製造科學、電機工程和計算機科學等領域的學術研究者的有用參考書。

Gunjan Soni holds a BE from University of Rajasthan, MTech from IIT, Delhi, and PhD from Birla Institute of Technology and Science, Pilani, in 2012. He is presently working as an assistant professor in Department of Mechanical Engineering, Malaviya National Institute of Technology, Jaipur, Rajasthan, India. He has over 17 years of teaching experience at undergraduate and graduate levels. His areas of research interest are predictive maintenance and digital technology applications in supply chain management. He has published more than 80 papers in peer-reviewed journals including Journal of Business Research, Expert System with Applications, IEEE Transactions on Engineering Management, Production Planning and Control, Supply Chain Management: An International Journal, Annals of Operations Research, Computers and Industrial Engineering, International Journal of Logistics Research and Applications, etc. He is guest editor of special issues in journals like International Journal of Logistics Management, Sustainability, International Journal of Intelligent Enterprise, etc.

Om Prakash Yadav is a professor and Duin Endowed Fellow in the Department of Industrial and Manufacturing Engineering at North Dakota State University, Fargo. He holds a PhD in Industrial Engineering from Wayne State University, MS in Industrial Engineering from National Institute of Industrial Engineering Mumbai (India), and BS in Mechanical Engineering from Malaviya National Institute of Technology, Jaipur (India). His research interests include reliability modeling and analysis, risk assessment, design optimization, robust design, and manufacturing systems analysis. The research work of his group has been published in high-quality journals such as Reliability Engineering and Systems Safety, Journal of Risk and Reliability, Quality and Reliability Engineering International, and Engineering Management Journal. He has published over 130 papers in peer-reviewed journals and conference proceedings in the area of quality, reliability, product development, and operations management. Dr. Yadav is a recipient of the 2015 and 2018 IISE William A.J. Golomski best paper awards. He is currently a member of IISE, ASQ, SRE, and INFORMS.

Gaurav Kumar Badhotiya is currently an assistant professor in the Faculty of Management Studies, Marwadi University, Rajkot, Gujarat, India. He holds a PhD in Industrial Engineering and MTech in Manufacturing System Engineering from Malaviya National Institute of Technology, Jaipur, Rajasthan, India. His BTech is in Production and Industrial Engineering from the University College of Engineering, Kota, Rajasthan, India. Dr. Gaurav's research interests are inclined toward areas in operations and supply chain management, such as supply chain resilience, production planning, circular economy, and sustainability. He has published more than 50 research articles in various peer-reviewed international journals, book chapters, and conferences proceedings. He is an editorial board member of International Journal of Mathematical, Engineering and Management Sciences. He has organized two Scopus Indexed International Conferences and a Faculty Development Program on Research Methodology and Data Analysis.

Mangey Ram holds a Ph.D. degree major in Mathematics and minor in Computer Science from G.B. Pant University of Agriculture and Technology, Pantnagar, India (2008). He is currently a research professor at Graphic Era (Deemed to be University), Dehradun, India, and a visiting professor at Peter the Great St. Petersburg Polytechnic University, Saint Petersburg, Russia. He is editor in chief of International Journal of Mathematical, Engineering and Management Sciences, Journal of Reliability and Statistical Studies, and Journal of Graphic Era University; series editor of six book series with Elsevier, CRC Press-A Taylor and Frances Group, Walter De Gruyter Publisher Germany, and River Publishers, and a guest editor and associate editor with various journals. He has published 300-plus publications (journal articles/books/book chapters/conference articles) in IEEE, Taylor & Francis, Springer Nature, Elsevier, Emerald, World Scientific, and many other national and international journals and conferences. Also, he has published more than 60 books (authored/edited) with international publishers like Elsevier, Springer Nature, CRC Press-A Taylor and Frances Group, Walter De Gruyter Publisher Germany, and River Publishers. His fields of research are reliability theory and applied mathematics. Dr. Ram is a senior member of the IEEE, senior life member of Operational Research Society of India, Society for Reliability Engineering, Quality and Operations Management in India, and Indian Society of Industrial and Applied Mathematics. He has been a member of the organizing committee of a number of international and national conferences, seminars, and workshops.

Gunjan Soni 擁有來自拉賈斯坦大學的工學學士學位、來自德里印度理工學院的碩士學位，以及2012年自比爾拉科技與科學學院（Pilani）獲得的博士學位。他目前在印度拉賈斯坦邦齋浦爾的馬拉維亞國立技術學院機械工程系擔任助理教授，擁有超過17年的本科及研究生教學經驗。他的研究興趣包括預測性維護和數位技術在供應鏈管理中的應用。他在同行評審的期刊上發表了超過80篇論文，包括《商業研究期刊》、《應用專家系統》、《IEEE工程管理期刊》、《生產規劃與控制》、《供應鏈管理：國際期刊》、《運營研究年鑑》、《計算機與工業工程》、《國際物流研究與應用期刊》等。他是《國際物流管理期刊》、《可持續性》、《國際智能企業期刊》等期刊特刊的客座編輯。

Om Prakash Yadav 是北達科他州立大學工業與製造工程系的教授及杜因基金會研究員。他擁有來自韋恩州立大學的工業工程博士學位、來自印度孟買國立工業工程學院的工業工程碩士學位，以及來自印度齋浦爾馬拉維亞國立技術學院的機械工程學士學位。他的研究興趣包括可靠性建模與分析、風險評估、設計優化、穩健設計和製造系統分析。他的研究小組的研究成果已發表在高品質期刊上，如《可靠性工程與系統安全》、《風險與可靠性期刊》、《國際質量與可靠性工程期刊》和《工程管理期刊》。他在質量、可靠性、產品開發和運營管理領域發表了超過130篇同行評審的論文和會議論文。Yadav 博士是2015年和2018年 IISE William A.J. Golomski 最佳論文獎的獲得者，目前是 IISE、ASQ、SRE 和 INFORMS 的成員。

Gaurav Kumar Badhotiya 目前是印度古吉拉特邦拉傑科特的馬爾瓦迪大學管理學院的助理教授。他擁有來自拉賈斯坦邦齋浦爾的馬拉維亞國立技術學院的工業工程博士學位和製造系統工程碩士學位。他的工學學士學位則來自印度拉賈斯坦邦科塔的工程學院。Gaurav 博士的研究興趣主要集中在運營和供應鏈管理領域，如供應鏈韌性、生產規劃、循環經濟和可持續性。他在各種同行評審的國際期刊、書籍章節和會議論文中發表了超過50篇研究文章。他是《國際數學、工程與管理科學期刊》的編輯委員會成員，並組織了兩場 Scopus 索引的國際會議及一個關於研究方法論和數據分析的教師發展計劃。

Mangey Ram 擁有來自印度潘特納加爾 G.B. Pant 農業與技術大學的數學博士學位（主修數學，輔修計算機科學，2008年）。他目前是印度德拉敦的圖形時代（被認可為大學）研究教授，並擔任俄羅斯聖彼得堡彼得大帝聖彼得堡理工大學的訪問教授。他是《國際數學、工程與管理科學期刊》、《可靠性與統計研究期刊》和《圖形時代大學期刊》的主編，以及與 Elsevier、CRC Press-A Taylor and Frances Group 和 Walter De Gruyter 出版社合作的六個書系列的系列編輯。