Machine Learning For Sustainable Manufacturing In Industry 4 0
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Machine Learning For Sustainable Manufacturing In Industry 4 0
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Author : Raman Kumar
language : en
Publisher: CRC Press
Release Date : 2023-11-03
Machine Learning For Sustainable Manufacturing In Industry 4 0 written by Raman Kumar and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-11-03 with Technology & Engineering categories.
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.
Sustainable Manufacturing In Industry 4 0
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Author : Hamed Gholami
language : en
Publisher: Springer Nature
Release Date : 2023-01-04
Sustainable Manufacturing In Industry 4 0 written by Hamed Gholami and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-01-04 with Technology & Engineering categories.
This book gives an overview of the latest technologies in the Industry 4.0, using smart and autonomous systems driven by data and machine learning, to develop a sustainable approach to manufacturing. It includes the implementation of smart technological approaches in different manufacturing processes such as laser welding, additive manufacturing, equipment maintenance and inspection, automotive manufacturing, poultry processing, supply chain management, value stream mapping and development. This book caters to research experts and practitioners who are keen to realize the benefits of industry 4.0 to transform the manufacturing sector into a more sustainable-based state.
Sustainable Manufacturing
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Author : Rainer Stark
language : en
Publisher: Springer
Release Date : 2017-01-16
Sustainable Manufacturing written by Rainer Stark and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-01-16 with Technology & Engineering categories.
This edited volume presents the research results of the Collaborative Research Center 1026 “Sustainable manufacturing - shaping global value creation”. The book aims at providing a reference guide of sustainable manufacturing for researchers, describing methodologies for development of sustainable manufacturing solutions. The volume is structured in four chapters covering the following topics: sustainable manufacturing technology, sustainable product development, sustainable value creation networks and systematic change towards sustainable manufacturing. The target audience comprises both researchers and practitioners in the field of sustainable manufacturing, but the book may also be beneficial for graduate students.
Sustainable Logistics And Production In Industry 4 0
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Author : Katarzyna Grzybowska
language : en
Publisher: Springer Nature
Release Date : 2019-11-30
Sustainable Logistics And Production In Industry 4 0 written by Katarzyna Grzybowska and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-11-30 with Technology & Engineering categories.
This book proposes essential methods, models, and case studies for Sustainable Logistics and Production in Industry 4.0. In addition to identifying and discussing various challenges and future prospects, it also features numerous case studies and quantitative research from different sectors. The authors (which include academics and managers) present insightful tips on the technical, organizational and social aspects of implementing Sustainable Logistics and Production in Industry 4.0. In today’s world, changes are coming faster and more unpredictably. Production is becoming more automated, computerized and complex. In short, Industry 4.0 is creating many new opportunities, but at the same time several new challenges. This book offers a valuable resource for all academics and practitioners who want to deepen their knowledge of Sustainable Logistics and Production in Industry 4.0.
Artificial Intelligence And Machine Learning For Industry 4 0
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Author : M. Thirunavukkarasan
language : en
Publisher: John Wiley & Sons
Release Date : 2025-06-10
Artificial Intelligence And Machine Learning For Industry 4 0 written by M. Thirunavukkarasan and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-06-10 with Computers categories.
This book is essential for any leader seeking to understand how to leverage intelligent automation and predictive maintenance to drive innovation, enhance productivity, and minimize downtime in their manufacturing processes. Intelligent automation is widely considered to have the greatest potential for Industry 4.0 innovations for corporations. Industrial machinery is increasingly being upgraded to intelligent machines that can perceive, act, evolve, and interact in an industrial environment. The innovative technologies featured in this machinery include the Internet of Things, cyber-physical systems, and artificial intelligence. Artificial intelligence enables computer systems to learn from experience, adapt to new input data, and perform intelligent tasks. The significance of AI is not found in its computational models, but in how humans can use them. Consistently observing equipment to keep it from malfunctioning is the procedure of predictive maintenance. Predictive maintenance includes a periodic maintenance schedule and anticipates equipment failure rather than responding to equipment problems. Currently, the industry is struggling to adopt a viable and trustworthy predictive maintenance plan for machinery. The goal of predictive maintenance is to reduce the amount of unanticipated downtime that a machine experiences due to a failure in a highly automated manufacturing line. In recent years, manufacturing across the globe has increasingly embraced the Industry 4.0 concept. Greater solutions than those offered by conventional maintenance are promised by machine learning, revealing precisely how AI and machine learning-based models are growing more prevalent in numerous industries for intelligent performance and greater productivity. This book emphasizes technological developments that could have great influence on an industrial revolution and introduces the fundamental technologies responsible for directing the development of innovative firms. Decision-making requires a vast intake of data and customization in the manufacturing process, which managers and machines both deal with on a regular basis. One of the biggest issues in this field is the capacity to foresee when maintenance of assets is necessary. Leaders in the sector will have to make careful decisions about how, when, and where to employ these technologies. Artificial Intelligence and Machine Learning for Industry 4.0offers contemporary technological advancements in AI and machine learning from an Industry 4.0 perspective, looking at their prospects, obstacles, and potential applications.
Advances In Mathematics For Industry 4 0
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Author : Mangey Ram
language : en
Publisher: Academic Press
Release Date : 2020-10
Advances In Mathematics For Industry 4 0 written by Mangey Ram and has been published by Academic Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-10 with categories.
Advances in Mathematics for Industry 4.0 examines key tools, techniques, strategies, and methods in engineering applications. By covering the latest knowledge in technology for engineering design and manufacture, chapters provide systematic and comprehensive coverage of key drivers in rapid economic development. Written by leading industry experts, chapter authors explore managing big data in processing information and helping in decision making, including mathematical and optimization techniques for dealing with large amount of data in short periods.
Industry 4 0 Technologies Sustainable Manufacturing Supply Chains
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Author : Vimal K E K
language : en
Publisher: Springer Nature
Release Date : 2023-09-13
Industry 4 0 Technologies Sustainable Manufacturing Supply Chains written by Vimal K E K and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-09-13 with Technology & Engineering categories.
This book covers topics related to implementation of advanced technologies, such as AI, big data, procurement 4.0, Logistics 4.0 and Lean 4.0, in Industry 4.0 for the manufacturing supply chain. Many applications of Industry 4.0 in the manufacturing supply chain have been presented. The content of this book is useful for students, researchers and professionals in order to implement Industry 4.0 in manufacturing supply chain.
Sustainable Manufacturing For Industry 4 0
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Author : K. Jayakrishna
language : en
Publisher: CRC Press
Release Date : 2020-10-18
Sustainable Manufacturing For Industry 4 0 written by K. Jayakrishna and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-10-18 with Business & Economics categories.
Industry 4.0 promises tremendous opportunities for industries to go green by leveraging virtual physical systems and internet driven technologies for a competitive advantage and set the platform for the factory of the future and smart manufacturing. The book provides measures that can be adopted by practicing design engineers, to develop products that will be sustainable in all stages of its life cycle. It helps organizations in implementation of sustainable manufacturing practices and formulation of critical strategies in their transition towards Industry 4.0., and the book will provide insights on ways of deploying these practices in correlation with the environmental benefits mapped to support the practicing managers and stakeholders. Features Assists in the understanding of the shifting paradigm in manufacturing sector towards smart and sustainable practices Showcases contemporary technologies and their insurgence in existing industries Focuses on need, applications, and implementation framework for Industry 4.0 Encapsulates all that one has to learn about sustainability and its transformation in Industry 4.0 Real time case studies are presented
Green Manufacturing For Industry 4 0
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Author : Rityuj Singh Parihar
language : en
Publisher: CRC Press
Release Date : 2024-06-19
Green Manufacturing For Industry 4 0 written by Rityuj Singh Parihar and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-06-19 with Business & Economics categories.
With the introduction of Industry 4.0 in manufacturing industries, the paradigm shift from conventional to green manufacturing is quite evident. Manufacturing industries achieving sustainability objectives is now the prime concern. This paradigm creates more efficient products using green processes and practices (i.e., those that produce minimal environment hazardous waste). This book provides an overview of the broad field of research on green manufacturing with a focus on the Fourth Industrial Revolution to encourage interest in the topic. It includes the dissemination of original findings on Industry 4.0 pathways and practices applied to green manufacturing development, as well as the contribution of new perspectives and roadmaps to those eager to realize the benefits of Industry 4.0 to transform the manufacturing sector into a more environment-friendly state. This book shows how the innovations of Industry 4.0 work together to improve society, save lives, create efficiencies, and ultimately achieve the objectives of sustainability. To develop a smart green manufacturing technology, it is important to understand the prerequisites, technological developments, and technological aspects that conceptually describe this transformation. This understanding should also include practices, models, and real-world experiences. At the same time, the goal is to comprehend how Industry 4.0 technologies and smart products could result in environmental, economic, and social benefits. Essentially, the goal of this book is to provide the fundamentals of the cutting-edge smart technology-driven production maneuver known as Industry 4.0, primarily to determine and validate its potential as a practice that promotes green manufacturing to ultimately revolutionize the competitiveness of businesses and regions.
Industry 4 0 And Advanced Manufacturing
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Author : Amaresh Chakrabarti
language : en
Publisher: Springer Nature
Release Date : 2020-10-28
Industry 4 0 And Advanced Manufacturing written by Amaresh Chakrabarti and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-10-28 with Technology & Engineering categories.
This book presents selected papers from the 1st International Conference on Industry 4.0 and Advanced Manufacturing held at the Indian Institute of Science, Bangalore and includes deliberations from stakeholders in manufacturing and Industry 4.0 on the nature, needs, challenges, opportunities, problems, and solutions in these transformational areas. Special emphasis is placed on exploring avenues for creating a vision of, and enablers for, sustainable, affordable, and human-centric Industry 4.0. The book showcases cutting edge practice, research, and educational innovation in this crucial and rapidly evolving area. This book will be useful to researchers in academia and industry, and will also be useful to policymakers involved in creating ecosystems for implementation of Industry 4.0.