Data-driven Prediction for Industrial Processes and Their Applications - Couverture rigide

Livre 2 sur 9: Information Fusion and Data Science

Zhao, Jun; Wang, Wei; Sheng, Chunyang

 
9783319940502: Data-driven Prediction for Industrial Processes and Their Applications
Couverture rigide
ISBN 10 : 3319940503 ISBN 13 : 9783319940502
Editeur : Springer International Publishing AG, 2018

Synopsis

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.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

À propos de l?auteur

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.

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Éditeur
Springer International Publishing AG
Date d'édition
2018
Langue
anglais
ISBN 10 
3319940503
ISBN 13 
9783319940502
Reliure
Relié
Nombre de pages
443
Coordonnées du fabricant
non disponible
Personne responsable
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Autres éditions populaires du même titre

9783030067854: Data-Driven Prediction for Industrial Processes and Their Applications

Edition présentée

ISBN 10 :  3030067858 ISBN 13 :  9783030067854
Editeur : Springer, 2018
Couverture souple