Intelligent Data-Analytics for Condition Monitoring: Smart Grid Applications
by: Hasmat Malik ,Nuzhat Fatema ,Atif Iqbal
Publisher finelybook 出版社: Academic Press; 1st edition (March 15,2021)
Language 语言: English
Print Length 页数: 268 pages
ISBN-10: 0323855105
ISBN-13: 9780323855105
Book Description
Intelligent Data-Analytics for Condition Monitoring: Smart Grid Applications looks at intelligent and meaningful uses of data required for an optimized,efficient engineering processes. In addition,the book provides application perspectives of various deep learning models for the condition monitoring of electrical equipment. With chapters discussing the fundamentals of machine learning and data analytics,the book is divided into two parts,including i) The application of intelligent data analytics in Solar PV fault diagnostics,transformer health monitoring and faults diagnostics,and induction motor faults and ii) Forecasting issues using data analytics which looks at global solar radiation forecasting,wind data forecasting,and more.
This reference is useful for all engineers and researchers who need preliminary knowledge on data analytics fundamentals and the working methodologies and architecture of smart grid systems.