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商品詳細
Human-Centered Explainable Anomaly Detection for Smart Manufacturing in Industry 5.0: Theories, Applications and Case Studies.
・ISBN 978-3-032-13656-5 hard EUR 169.99
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| 著者・編者 | Tran, Kim Phuc (ed.), |
|---|---|
| シリーズ | (Springer Series in Reliability Engineering) |
| 出版社 | (Springer Nature Switzerland AG, SZ) |
| 出版年月 | 2026 |
| ページ数 | 198 pp. |
| 言語 | ENG |
| ニュース番号 | ＜A05-5768＞ |
解説
This book systematically presents the application of Human-Centered Explainable Anomaly Detection (HCXAD) in Smart Manufacturing (SM). This book addresses HCXAD as an approach that places the human at the center of technology design, aiming to bridge the gap between Explainable AI (XAI) and its real-world impact. The book will also cover the applications of HCXAD in SM, including predictive maintenance, cybersecurity of Industrial Internet of Things (IIoT) systems, fault detection, and reliability analysis for manufacturing processes. It will introduce readers to the latest theoretical research, technological developments, and practical applications of HCXAD, addressing the current challenges and opportunities in Smart Manufacturing. Additionally, the book will provide ready-to-use algorithms for readers and practitioners, tailored to several potential HCXAD applications in SM. Case studies will be presented in each chapter to help readers and practitioners easily apply these tools to real-world Smart Manufacturing processes.