Machine Learning for Advanced Manufacturing (Advanced Materials Processing and Manufacturing)

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  • 予約

Machine Learning for Advanced Manufacturing (Advanced Materials Processing and Manufacturing)

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  • 製本 Hardcover:ハードカバー版／ページ数 216 p.
  • 言語 ENG
  • 商品コード 9781032796895

Full Description

This book presents the use of Machine Learning 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, metals, 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 relationship between machine learning (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 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 machine learning 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.

Contents

Preface

Editors' Biography

List of Contributors

Acknowledgement

Introduction to Machine Learning in Advanced Manufacturing
Overview of different Machine Learning Techniques and algorithms for Data Acquisition and Pre-processing in advanced Manufacturing
Recent advancement of Machine learning in Machining/Joining/Forming processes
Machine Learning for Product Design and Customization in Advance Manufacturing Practices
Machine Learning in Additive Manufacturing
Application of Machine Learning Beyond Manufacturing
Real-time Monitoring and Control Using Machine Learning in Industry
Emerging Applications of Machine Learning in the Manufacturing Sector
Prediction of Drilling Process Parameters While Machining Arhar Composite Using Random Forest Machine Learning Algorithm
Beyond Manufacturing: The Expansion of Machine Learning Applications

Index