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商品詳細
Control Charts and Machine Learning for Anomaly Detection in Manufacturing. 2022 ed.
・ISBN 978-3-030-83821-8 paper EUR 159.99
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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 | 2022 |
| ページ数 | 269 pp. |
| 言語 | ENG |
| ニュース番号 | ＜A02-52454＞ |
解説
This book introduces the latest research on advanced control charts and new machine learning approaches to detect abnormalities in the smart manufacturing process. By approaching anomaly detection using both statistics and machine learning, the book promotes interdisciplinary cooperation between the research communities, to jointly develop new anomaly detection approaches that are more suitable for the 4.0 Industrial Revolution.
The book provides ready-to-use algorithms and parameter sheets, enabling readers to design advanced control charts and machine learning-based approaches for anomaly detection in manufacturing. Case studies are introduced in each chapter to help practitioners easily apply these tools to real-world manufacturing processes.
The book is of interest to researchers, industrial experts, and postgraduate students in the fields of industrial engineering, automation, statistical learning, and manufacturing industries.