Predictive Analytics for Mechanical Engineering: A Beginners Guide〈1st ed. 2023〉

著者名：Mahalle, Parikshit N./Hujare, Pravin P./Shinde, Gitanjali Rahul

Springer（2023/08/16発売）

• 言語：ENG
• ISBN：9789819948499
• eISBN：9789819948505

Description

This book focus on key component required for building predictive maintenance model. The current trend of Maintenance 4.0 leans towards the preventive mechanism enabled by predictive approach and condition-based smart maintenance. The intelligent decision support, earlier detection of spare part failure, fatigue detection is the main slices of intelligent and predictive maintenance system (PMS) leading towards Maintenance 4.0 This book presents prominent use cases of mechanical engineering using PMS along with the benefits. Basic understanding of data preparation is required for development of any AI application; in view of this, the types of the data and data preparation processes, and tools are also presented in this book.

Table of Contents

1. Introduction to Predictive Analytics.- 2. Data Acquisition and Preparation.- 3. Intelligent Approaches.- 4. Predictive Maintenance.- 5. Predictive Maintenance for Mechanical Design System.- 6. Predictive Maintenance for Manufacturing.- 7. Conclusions.