Data-Driven Prediction for Industrial Processes and Their Applications

Nonfiction, Science & Nature, Technology, Manufacturing, Computers, Database Management, General Computing
Cover of the book Data-Driven Prediction for Industrial Processes and Their Applications by Jun Zhao, Wei Wang, Chunyang Sheng, Springer International Publishing
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Author: Jun Zhao, Wei Wang, Chunyang Sheng ISBN: 9783319940519
Publisher: Springer International Publishing Publication: August 20, 2018
Imprint: Springer Language: English
Author: Jun Zhao, Wei Wang, Chunyang Sheng
ISBN: 9783319940519
Publisher: Springer International Publishing
Publication: August 20, 2018
Imprint: Springer
Language: English

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.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

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.

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