Data-Driven Prediction for Industrial Processes and Their Applications

Name: Data-Driven Prediction for Industrial Processes and Their Applications
Brand: Springer
SKU: 9783319940502
Price: 9460.0 INR
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by Jun Zhao

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ISBN13: 9783319940502
Binding: Hardcover
Subject: N/A
Publisher: Springer
Publisher Imprint: Springer
Publication Date: August 30, 2018
Pages: 443
Original Price: EUR 129.99
Language: English
Edition: 2018
Item Weight: 817 grams
BISAC Subject(s): Data Science / Data Analytics, Manufacturing, and Artificial Intelligence / General

About The Book

From the Back Cover
This book presents modeling methods and algorithms for data-driven prediction and forecasting of practical industrial process by employing machine learning and statistics methodologies. Related case studies, especially on energy systems in the steel industry are also addressed and analyzed. The case studies in this volume are entirely rooted in both classical data-driven prediction problems and industrial practice requirements. Detailed figures and tables demonstrate the effectiveness and generalization of the methods addressed, and the classifications of the addressed prediction problems come from practical industrial demands, rather than from academic categories. As such, readers will learn the corresponding approaches for resolving their industrial technical problems. Although the contents of this book and its case studies come from the steel industry, these techniques can be also used for other process industries. This book appeals to students, researchers, and professionals within the machine learning and data analysis and mining communities.

About The Author

Jun Zhao is currently a Professor with the School of Control Science and Engineering, Dalian University of Technology, China.

Chunyang Sheng is currently a lecturer with the School of Electrical Engineering and Automation, Shandong University of Science and Technology, China.

Wei Wang is currently a Professor with the School of Control Science and Engineering, Dalian University of Technology, China.

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