Spatio-Temporal Learning and Monitoring for Complex Dynamic Processes with Irregular Data
Language: English
Published by Elsevier Inc Jul 2025, 2025
- Softcover
- New
Seller: AHA-BUCH GmbH, Einbeck, GermanyAHA-BUCH GmbH
AbeBooks seller since August 14, 2006
Condition: New
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Add to basketItem description from seller
Neuware - Spatio-Temporal Learning Using Irregular Data for Complex Dynamic Processes introduces learning, modeling, and monitoring methods for highly complex dynamic processes with irregular data. Two classes of robust modeling methods are highlighted, including low-rank characteristic of matrices and heavy-tailed characteristic of distributions. In this class, the missing data, ambient noise, and outlier problems are solved using low-rank matrix complement for monitoring model development. Secondly, the Laplace distribution is explored, which is adopted to measure the process uncertainty to develop robust monitoring models.The book not only discusses the complex models but also their real-world applications in industry.
Seller Inventory # 9780443336751
- Title
- Spatio-Temporal Learning and Monitoring for Complex Dynamic Processes with Irregular Data
- Author
- Chunhu Zhao
- Publisher
- Elsevier Inc Jul 2025
- Publication year
- 2025
- Condition
- Neu
- Binding
- Taschenbuch
- Language
- English
- ISBN 10
- 044333675X
- ISBN 13
- 9780443336751
- Item weight
- 354 grams
- Dimensions
- 229x152x14 mm
The book not only discusses the complex models but also their real-world applications in industry.
- Shows how to analyze, in great detail, the industrial operational status through spatio-temporal representation learning
- Covers how to establish robust monitoring models for industrial processes with irregular data
- Indicates how to adaptively update models in order to reduce frequent false alarms for dynamic processes
- Explains how to take the temporal correlation into consideration to develop an adaptive monitoring model for satisfying the dynamic behaviours of industrial processes
"Synopsis" may belong to another edition of this title.
About the Author
Chunhui Zhao is a Qiushi distinguished professor at Zhejiang University in China, and an expert in intelligent industrial monitoring with 20 years of experience in this field. She has authored or co-authored more than 400 papers in peer-reviewed international journals and conferences. Her research interests include statistical machine learning and data mining for industrial applications.
Wanke Yu is a research fellow at the School of Electrical & Electronic Engineering, Nanyang Technological University in Singapore. Wanke Yu received his Ph.D. degree in automatic control from Zhejiang University, Hangzhou, China, in 2020. His research interests include probabilistic graphic model, deep neural network, and nonconvex optimization, and their applications to process control.
"About the title" may belong to another edition of this title.
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