Intelligent Prognostics for Engineering Systems with Machine Learning Techniques

Intelligent Prognostics for Engineering Systems with Machine Learning Techniques (Advanced Research in Reliability and System Assurance Engineering)
by Gunjan Soni (Editor), Om Prakash Yadav (Editor), Gaurav Kumar Badhotiya (Editor), Mangey Ram (Editor)
Publisher 出版社: CRC Press; (September 19, 2023)
Language: English
Hardcover 页数: 246 pages
ISBN-10: 1032054360
ISBN-13: 9781032054360
Book Description
The text discusses the latest data-driven, physics-based, and hybrid approaches employed in each stage of industrial prognostics and reliability estimation. It will be a useful text for senior undergraduate, graduate students, and academic researchers in areas such as industrial and production engineering, electrical engineering, and computer science.
The book
Discusses basic as well as advance research in the field of prognostics
Explores integration of data collection, fault detection, degradation modeling and reliability prediction in one volume
Covers prognostics and health management (PHM) of engineering systems
Discusses latest approaches in the field of prognostics based on machine learning
The text deals with tools and techniques used to predict/ extrapolate/ forecast the process behavior, based on current health state assessment and future operating conditions with the help of Machine learning. It will serve as a useful reference text for senior undergraduate, graduate students, and academic researchers in areas such as industrial and production engineering, manufacturing science, electrical engineering, and computer science.