Machine Learning for Sustainable Manufacturing in Industry 4.0: Concept, Concerns and Applications (Mathematical Engineering, Manufacturing, and Management Sciences)

Machine Learning for Sustainable Manufacturing in Industry 4.0: Concept, Concerns and Applications (Mathematical Engineering, Manufacturing, and Management Sciences)

Author
Raman Kumar (editor), Sita Rani (editor), Sehijpal Singh Khangura (editor)
Publisher
CRC Press
Language
English
Edition
1
Year
2023
Page
312
ISBN
103239305X,9781032393056
File Type
pdf
File Size
16.6 MiB

The book focuses on the recent developments in the areas of error reduction, resource optimization, and revenue growth in sustainable manufacturing using machine learning. It presents the integration of smart technologies such as machine learning in the field of Industry 4.0 for better quality products and efficient manufacturing methods.
Focusses on machine learning applications in Industry 4.0 ecosystem, such as resource optimization, data analysis, and predictions.
Highlights the importance of the explainable machine learning model in the manufacturing processes.
Presents the integration of machine learning and big data analytics from an industry 4.0 perspective.
Discusses advanced computational techniques for sustainable manufacturing.
Examines environmental impacts of operations and supply chain from an industry 4.0 perspective.
This book provides scientific and technological insight into sustainable manufacturing by covering a wide range of machine learning applications fault detection, cyber-attack prediction, and inventory management. It further discusses resource optimization using machine learning in industry 4.0, and explainable machine learning models for industry 4.0. It will serve as an ideal reference text for senior undergraduate, graduate students, and academic researchers in the fields including mechanical engineering, manufacturing engineering, production engineering, aerospace engineering, and computer engineering.

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