Editors: Vaishali Mehta, Dolly Sharma, Monika Mangla , Anita Gehlot

Challenges and Opportunities for Deep Learning Applications in Industry 4.0

eBook: US $69 Special Offer (PDF + Printed Copy): US $119
Printed Copy: US $84
Library License: US $276
ISBN: 978-981-5036-07-7 (Print)
ISBN: 978-981-5036-06-0 (Online)
Year of Publication: 2022
DOI: 10.2174/97898150360601220101

Introduction

The competence of deep learning for the automation and manufacturing sector has received astonishing attention in recent times. The manufacturing industry has recently experienced a revolutionary advancement despite several issues. One of the limitations for technical progress is the bottleneck encountered due to the enormous increase in data volume for processing, comprising various formats, semantics, qualities and features. Deep learning enables detection of meaningful features that are difficult to perform using traditional methods.

The book takes the reader on a technological voyage of the industry 4.0 space. Chapters highlight recent applications of deep learning and the associated challenges and opportunities it presents for automating industrial processes and smart applications.

Chapters introduce the reader to a broad range of topics in deep learning and machine learning. Several deep learning techniques used by industrial professionals are covered, including deep feedforward networks, regularization, optimization algorithms, convolutional networks, sequence modeling, and practical project methodology. Readers will find information on the value of deep learning in applications such as natural language processing, speech recognition, computer vision, online recommendation systems, bioinformatics, and videogames.

The book also discusses prospective research directions that focus on the theory and practical applications of deep learning in industrial automation. Therefore, the book aims to serve as a comprehensive reference guide for industrial consultants interested in industry 4.0, and as a handbook for beginners in data science and advanced computer science courses.

Contributors

Editor(s):
Vaishali Mehta


Dolly Sharma


Monika Mangla


Anita Gehlot




Contributor(s):
Abhikriti Narwal
Department of Computer Science & Engineering
University Institute of Engineering & Technology, Maharshi Dayanand University
Rohtak Haryana
India


Achyuth Sarkar
Department of Computer Engineering
National Institute of Technology
Arunachal Pradesh
India


Aditi Sakalle
USICT, Gautam Buddha University
Greater Noida
India


Akashdeep Sharma
University Institute of Engineering and Technology
Panjab University
Chandigarh
India


Arpit Bhardwaj
Bennett University
Greater Noida
India


Deepak Yadav
Department of Computer Science
Amity University
Noida
India


Deepali Gupta
Chitkara University Institute of Engineering and Technology
Chitkara University
Punjab
India


Devendra Singh
IFTM University
Moradabad
India


Dolly Sharma
Department of Computer Science
Amity University
Noida
India


Gurleen Kaur
Dronacharya Group of Institutions
Greater Noida, Uttar Pradesh
India


Harshit Bhadwaj
Mangalmay Institute of Engineering and Technology
Greater Noida, Uttar Pradesh
India


Indu Malik
Galgotias University
Greater Noida, Uttar Pradesh
India


Lalita Verma
Mangalmay Institute of Engineering and Technology
Greater Noida
India


Monika Mangla
Department of Information Technology
Dwarkadas J Sanghvi College of Engineering
Mumbai
India


Mudita Uppal
Chitkara University Institute of Engineering and Technology
Chitkara University
Punjab
India


Mukesh Chawla
Department of Information Technology
Panipat Institute of Engineering and Technology
Panipat
India


Nipun R. Navadia
Dronacharya Group of Institutions
Greater Noida, Uttar Pradesh
India


Rattandeep Aneja
Department of Information Technology
Panipat Institute of Engineering and Technology
Panipat
India


Richa Mishra
Department of Computer Science & Engineering
Amity University
Noida
India


Sanjeev Rana
Department of Computer Science & Engineering
Maharishi Markandeshwar Deemed University
Mullana, Ambala, Haryana
India


Sarbjeet Singh
University Institute of Engineering and Technology
Panjab University
Chandigarh
India


Sumindar Kaur Saini
University Institute of Engineering and Technology
Panjab University
Chandigarh
India


Sunita Dhingra
Department of Computer Science & Engineering
University Institute of Engineering & Technology, Maharshi Dayanand University
Rohtak Haryana
India


Stuti Mehla
Department of Computer Science & Engineering
Maharishi Markandeshwar Deemed University
Mullana, Ambala, Haryana
India


Taranjeet Singh
Mangalmay Institute of Engineering and Technology
Greater Noida, Uttar Pradesh
India
/
IFTM University
Moradabad
India


Tushar
Department of Computer Science & Engineering
Amity University
Noida
India


Vaishali Mehta
Panipat Institute of Engineering & Technology
Samalkha, Panipat, Haryana
India


Vaishali M. Wadhwa
Department of Information Technology
Panipat Institute of Engineering and Technology
Panipat
India


Vishal Dhull
University Institute of Engineering and Technology
Panjab University
Chandigarh
India


Yashpal Singh
Mangalmay Institute of Engineering and Technology
Greater Noida, Uttar Pradesh
India