Explainable Artificial Intelligence in Supply Chain Management: Methodology, System Architecture, and Applications
暫譯: 供應鏈管理中的可解釋人工智慧：方法論、系統架構與應用
Chen, Tin-Chih Toly
商品描述
This book systematically reviews XAI techniques and introduces how these XAI techniques can be systematically applied to SCM, including methodology, system architecture, and applications. Relevant references, examples, or cases are also used as supporting evidence.
So far, artificial intelligence (AI) technologies have been widely used in the field of supply chain management (SCM) for supply chain design, production and transportation planning, demand and sales forecasting, cell manufacturing, just-in-time (JIT) control, etc. Some applications of AI technologies in SCM are not easy to understand or communicate, especially for supply chain stakeholders with insufficient background knowledge of AI, which undoubtedly limits the practicality and credibility of these applications. To solve this problem, explainable artificial intelligence (XAI) is considered as a feasible strategy. However, most of the relevant research results are scattered in various journals or conference proceedings, and there is an urgent need to systematically integrate these results. In addition, although there have been many reviews on the possible applications of XAI in SCM, there are few systematic introductions, including methodology, system architecture, and case studies. This book answers this need.
商品描述(中文翻譯)
本書系統性地回顧了解釋性人工智慧（XAI）技術，並介紹這些XAI技術如何系統性地應用於供應鏈管理（SCM），包括方法論、系統架構和應用。相關的參考文獻、範例或案例也被用作支持證據。
迄今為止，人工智慧（AI）技術已廣泛應用於供應鏈管理（SCM）領域，包括供應鏈設計、生產與運輸規劃、需求與銷售預測、單元製造、即時生產（JIT）控制等。AI技術在SCM中的某些應用並不容易理解或溝通，特別是對於對AI背景知識不足的供應鏈利益相關者，這無疑限制了這些應用的實用性和可信度。為了解決這個問題，解釋性人工智慧（XAI）被視為一種可行的策略。然而，大多數相關研究結果散見於各種期刊或會議論文中，急需系統性地整合這些結果。此外，儘管已有許多關於XAI在SCM中可能應用的評論，但系統性的介紹，包括方法論、系統架構和案例研究的文獻仍然稀少。本書正是為了滿足這一需求而編寫的。
作者簡介
Dr. Chen has published papers on XAI applications in journals such as Expert Systems and Applications, Applied Soft Computing, International Journal of Advanced Manufacturing Technology, Complex & Intelligent Systems, Digital Health, etc. He also authored several books on XAI, including "Explainable Ambient Intelligence (XAmI)--Explainable Artificial Intelligence Applications in Smart Life", "Explainable Artificial Intelligence in Manufacturing: Methodology, Tools, and Applications," "Explainable and Customizable Job Sequencing and Scheduling: Advancing Production Control and Management with XAI" for Springer. Dr. Chen is the co-editor of Supply Chain Analytics, an Elsevier journal. He is also an IET fellow and AIAT fellow.
作者簡介(中文翻譯)
陳博士在《Expert Systems and Applications》、《Applied Soft Computing》、《International Journal of Advanced Manufacturing Technology》、《Complex & Intelligent Systems》、《Digital Health》等期刊上發表了有關可解釋人工智慧（XAI）應用的論文。他還撰寫了幾本有關XAI的書籍，包括《可解釋的環境智慧（XAmI）——可解釋人工智慧在智慧生活中的應用》、《製造業中的可解釋人工智慧：方法論、工具與應用》以及《可解釋且可自訂的工作排序與排程：利用XAI推進生產控制與管理》，這些書籍均由Springer出版。陳博士是Elsevier期刊《Supply Chain Analytics》的共同編輯。他同時也是IET和AIAT的院士。
