Machine Learning for Advanced Manufacturing
eBook - ePub

Machine Learning for Advanced Manufacturing

  1. English
  2. ePUB (mobile friendly)
  3. Available on iOS & Android
eBook - ePub

Machine Learning for Advanced Manufacturing

About this book

This book presents the use of machine learning (ML) and artificial intelligence in advanced and new manufacturing processes, including core concepts and techniques of machine learning. It covers recent developments and research breakthroughs of tribological properties of polymer-, metal-, and ceramic-based additive manufactured components. It details the various technologies available to fortify the machine learning aspects in the advanced manufacturing processes, focusing on multidisciplinary domains of science and technology.

Features:

  • Establishes a relationship between ML and advanced manufacturing (AM) technology.
  • Helps understand the challenges and opportunities of using ML in materials processing, selection, and manufacturing for different areas.
  • Reviews the hybridization of techniques under ML for prediction and optimization for quality, productivity, and sustainability in manufacturing.
  • Provides a comprehensive overview of the state-of-the-art, future directions, latest developments, and recent developments in ML for AM.
  • Covers the basics of ML with implementation procedure and effectiveness
    details to provide a roadmap.

This book is aimed at researchers and graduate students in mechanical, manufacturing, and industrial engineering.

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Yes, you can access Machine Learning for Advanced Manufacturing by Nishant Ranjan,Rashi Tyagi,Ranvijay Kumar,Ashutosh Tripathi,Amit Verma in PDF and/or ePUB format, as well as other popular books in Technology & Engineering & Industrial Engineering. We have over one million books available in our catalogue for you to explore.

Table of contents

  1. Cover
  2. Half-Title
  3. Series
  4. Title
  5. Copyright
  6. Contents
  7. Preface
  8. Editors
  9. Contributors
  10. Acknowledgments
  11. Chapter 1 Introduction to Machine Learning in Advanced Manufacturing
  12. Chapter 2 Overview of Different Machine Learning Techniques and Algorithms for Data Acquisition and Pre-processing in Advanced Manufacturing
  13. Chapter 3 Recent Advancement of Machine Learning in Machining/Joining/Forming Processes
  14. Chapter 4 Machine Learning for Product Design and Customization in Advanced Manufacturing Practices
  15. Chapter 5 Machine Learning in Additive Manufacturing
  16. Chapter 6 Application of Machine Learning Beyond Manufacturing
  17. Chapter 7 Real-Time Monitoring and Control Using Machine Learning in Industry
  18. Chapter 8 Emerging Applications of Machine Learning in the Manufacturing Sector
  19. Chapter 9 Prediction of Drilling Process Parameters While Machining Arhar Composite Using Random Forest Machine Learning Algorithm
  20. Chapter 10 Beyond Manufacturing: The Expansion of Machine Learning Applications
  21. Index