Machine Learning for Advanced Manufacturing

ContentsPreface......................................................................................................................vii
Editors.................................................................................................................... viii
Contributors..............................................................................................................xi
Acknowledgments...................................................................................................xiv

Chapter 1 Introduction to Machine Learning in Advanced Manufacturing.........1
Nishant Ranjan, Vinay Kumar, and Shivani

Chapter 2 Overview of Different Machine Learning Techniques and
Algorithms for Data Acquisition and Pre-processing in
Advanced Manufacturing................................................................... 17
Amit Vajpayee, Abhineet Anand, Ankit Sharma, Palakpreet
Kaur, Jaspreet Singh, and Amit Verma

Chapter 3 Recent Advancement of Machine Learning in Machining/
Joining/Forming Processes................................................................38
Tanmay Tiwari, Aswani Kumar Singh, Chandra Sekhar
Rakurty, Rashi Tyagi, and Gopal Nadkarni

Chapter 4 Machine Learning for Product Design and Customization in
Advanced Manufacturing Practices...................................................63
Vinay Kumar and Nishant Ranjan

Chapter 5 Machine Learning in Additive Manufacturing..................................77
Rajnish Prakash Modanwal, Aswani Kumar Singh, R. Durga
Prasad Reddy, Bhavesh Chaudhary, Varun Sharma, Rashi
Tyagi, Dan Sathiaraj, and Jayaprakash Murugesan

Chapter 6 Application of Machine Learning Beyond Manufacturing................94
Abhishek Bhattacharjee, Ajay Kumar Badhan, Raman Kumar,
Harpreet Kaur Channi, Rajender Kumar, and
Kulwinder Singh Mann

Chapter 7 Real-Time Monitoring and Control Using Machine Learning in
Industry ............................................................................................ 114
Harpreet Kaur Channi, Raman Kumar, Swapandeep Kaur,
Sehijpal Singh, Abhishek Bhattacharjee, and Rajender Kumar

Chapter 8 Emerging Applications of Machine Learning in the
Manufacturing Sector....................................................................... 139
Suraj Ghising, Ashish Pal Singh, Rashi Tyagi,
and Sujoy Kumar Dey

Chapter 9 Prediction of Drilling Process Parameters While Machining
Arhar Composite Using Random Forest Machine Learning
Algorithm......................................................................................... 153
Binduprathyusha Kodali and Aruna Kotlapati

Chapter 10 Beyond Manufacturing: The Expansion of Machine Learning
Applications...................................................................................... 175
Jaspreet Singh, Anshu Mehta, and Amit Verma

Index ...................................................................................................................... 187