A Methodology for Manufacturing Process Signature Analysis (Classic Reprint)
Language: English
Published by Forgotten Books, 2018
- Softcover
- New
Seller: Forgotten Books, London, United KingdomForgotten Books
AbeBooks seller since June 2, 2021
Condition: New
US$ 17.35
Quantity: Over 20 available
Add to basketItem description from seller
Print on Demand. This book presents a methodology for manufacturing process signature analysis, which aims to enhance process control systems through data analysis. The author argues that improving control systems involves collecting more information about the process and using it effectively. The book proposes a three-step analysis method, which consists of feature extraction, feature selection, and classification, to establish a relationship between the collected information (process signatures) and the quality of the process output. This relationship can be used for online monitoring and control. The book covers the advantages and limitations of various signature analysis tools, ranging from statistical process control to artificial neural networks. The author emphasizes the importance of feature selection in reducing the complexity of classification problems and discusses different feature selection schemes. One of the key contributions is the use of the first layer weights in a neural network topology to identify the most useful components of the input signature. The book concludes by exploring future research directions, highlighting the need for accurate quality metrics, effective sensor selection, and efficient neural network training algorithms. Overall, this book provides a comprehensive overview of process signature analysis and its application in manufacturing process monitoring and control. This book is a reproduction of an important historical work, digitally reconstructed using state-of-the-art technology to preserve the original format. In rare cases, an imperfection in the original, such as a blemish or missing page, may be replicated in the book.…
Seller Inventory # 9781332269860_0
- Title
- A Methodology for Manufacturing Process Signature Analysis (Classic Reprint)
- Author
- Steven D. Eppinger, Christopher D. Huber
- Publisher
- Forgotten Books
- Publication year
- 2018
- Condition
- New
- Book Type
- print-on-demand item
- Binding
- Paperback
- Language
- English
- ISBN 10
- 1332269869
- ISBN 13
- 9781332269860
- Seller catalogs
- Statistics
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Forgotten Books
London, United Kingdom
AbeBooks seller since June 2, 2021
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Forgotten Books’ Classic Reprint Series utilizes the latest technology to regenerate facsimiles of historically important writings. Careful attention has been made to accurately preserve the original format of each page whilst digitally enhancing the quality of the aged text.
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FB &c Ltd
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