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Intelligent Prognostics for Engineering Systems with Machine Learning Techniques : Advanced Research in Reliability and System Assurance Engineering - Gunjan Soni

Intelligent Prognostics for Engineering Systems with Machine Learning Techniques

By: Gunjan Soni (Editor), Om Prakash Yadav (Editor), Gaurav Kumar Badhotiya (Editor), Mangey Ram (Editor)

eText | 22 September 2023 | Edition Number 1

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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.

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Published: 19th December 2024

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