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Data Analytics and Artificial Intelligence for Predictive Maintenance in Industry 4.0

Editors: Tanu Singh, Vinod Patidar, Arvind Panwar, Urvashi Sugandh

Data Analytics and Artificial Intelligence for Predictive Maintenance in Industry 4.0

ISBN: 979-8-89881-088-7
eISBN: 979-8-89881-087-0 (Online)

Introduction

Data Analytics and Artificial Intelligence for Predictive Maintenance in Industry 4.0 unites data science, machine learning, IIOT, and AI to enable predictive and prescriptive maintenance across manufacturing, energy, transportation, agriculture, and healthcare. With contributions from leading academics and practitioners, the book bridges foundational principles with cutting-edge industrial case studies ranging from digital twins and anomaly detection to federated learning and secure healthcare analytics.

Key Features:

  • - Explains fundamental concepts of data analytics, AI, and machine learning for predictive maintenance.
  • - Integrates IIoT, digital twins, federated learning, and blockchain into industrial maintenance strategies.
  • - Demonstrates real-world applications across manufacturing, energy, healthcare, and agriculture sectors.
  • - Analyzes optimization techniques, anomaly detection, condition monitoring, and RUL prediction models.
  • - Addresses security and ethical issues, including hardware protection and homomorphic encryption for healthcare.
  • - Maps future trends and emerging technologies driving predictive maintenance research.


Readership:

Ideal for researchers, postgraduate students, and industry professionals in data science, AI, mechanical engineering, industrial automation, and smart manufacturing. Also valuable for policymakers, consultants, and technology developers designing predictive maintenance systems for Industry 4.0.

Contributors

Editor(s):
Tanu Singh
School of Computer Science
University of Petroleum and Energy Studies
Dehradun, Uttarakhand
India


Vinod Patidar
School of Computer Science
University of Petroleum and Energy Studies
Dehradun, Uttarakhand
India


Arvind Panwar
School of Computing Science and Engineering
Galgotias University
Gr. Noida, Uttar Pradesh
India


Urvashi Sugandh
School of Computer Science and Engineering
Bennett University
Greater Noida
India



Contributor(s):
Aditya Kejrewal
UBS
Pune
India


Ashif Ali
Noida Institute of Engineering and Technology
Greater Noida, Uttar Pradesh
India


Ankush Kumar Gaur
UPES
Dehradun, Uttarakhand 248007
India


Arvind Panwar
School of Computing Science and Engineering
Galgotias University
Greater Noida, Uttar Pradesh
India


Achin Jain
Department of Information Technology
Bharati Vidyapeeth's College of Engineering
New Delhi
India


Arul A. Prakash
Department of Computer Science and Engineering
Sathyabama Institute of Science and Technology
Chennai
India


D. Saravanan
Department of Computer Science and Engineering
Sathyabama Institute of Science and Technology
Chennai
India


Harsh Taneja
Department of CSE
Graphic Era Deemed to be University
Dehradun, Uttarakhand
India


Jessica Singh Syal
Bharati Vidyapeeth's College of Engineering
New Delhi
India


Joseph Arul Valan
National Institute of Technology Nagaland
Chumukedima, Dimapur, Nagaland
India


Kiran Deep Singh
Chitkara University Institute of Engineering and Technology
Chitkara University
Rajpura, Punjab
India


Kim Ho Yeap
Department of Electronic Engineering
Universiti Tunku Abdul Rahman
31900 Kampar
Malaysia


Kuldeep Singh Kaswan
School of Computing Science and Engineering
Galgotias University
Gr. Noida, Uttar Pradesh
India


Kareena Tuli
School of Computer Science Engineering & Technology
Bennett University
Greater Noida
India


Manu Singh
School of Computing Science and Engineering
Galgotias University
Gr. Noida, Uttar Pradesh
India


Mukesh Kumar
Department of Computer Science & Engineering
National Institute of Technology Patna
Patna, Bihar
India


Manish Kumar
School of Computing Science & Engineering
Galgotias University
Greater Noida
India


Neha Sharma
Department of Information Technology
Bharati Vidyapeeth's College of Engineering
New Delhi
India


Prabh Deep Singh
Department of Computer Science and Engineering
Graphic Era Deemed to be University
Dehradun
India


Phey Phey Lim
Intel Corporation
Penang
Malaysia


Prokash Gogoi
National Institute of Technology Nagaland
Chumukedima, Dimapur, Nagaland
India


Pranav Shrivastava
Department of Computer Sciences
Galgotias College of Engineering and Technology
Greater Noida
India


Prerna Agarwal
School of Computer Science Engineering & Technology
Bennett University
Greater Noida
India


Rahin R. Batcha
Department of Computer Science and Engineering
Sathyabama Institute of Science and Technology
Chennai
India


Rakesh Sharma
McDermott International
Pune, Maharashtra
India


Sunakshi Mehra
Galgotias College of Engineering and Technology
Greater Noida, Uttar Pradesh
India


Sonu Kumar Jha
Department of Computer Science & Engineering
National Institute of Technology Patna
Patna, Bihar
India


Somaraju Suvvari
Department of Computer Science & Engineering
National Institute of Technology Patna
Patna, Bihar
India


S. Vignesh
Department of Computer Science and Engineering
Sathyabama Institute of Science and Technology
Chennai
India


Saquib Hussain
School of Computer Science Engineering & Technology
Bennett University
Greater Noida
India


Tanu Singh
School of Computer Science
University of Petroleum and Energy Studies
Dehradun, Uttarakhand
India


Urvashi Sugandh
School of Computer Science and Engineering
Bennett University
Greater Noida
India


Varun Kumar Singh
Galgotias College of Engineering and Technology
Greater Noida, Uttar Pradesh
India


Veerendra Dakulagi
Department of CSE (Data Science)
Guru Nanak Dev Engineering College
Bidar, Karnataka
India


Vaswati Gogoi
School of Computer Science
University of Petroleum and Energy Studies
Dehradun, Uttarakhand
India


Vinod Patidar
School of Computer Science
University of Petroleum and Energy Studies
Dehradun, Uttarakhand
India


Vijay Ramalingam
Department of Computer Science and Engineering
Sathyabama Institute of Science and Technology
Chennai
India


Yu Jen Lee
Department of Electronic Engineering
Universiti Tunku Abdul Rahman
31900 Kampar
Malaysia



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