Interpretability For Industry 4 0 Statistical And Machine Learning Approaches

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Interpretability For Industry 4 0 Statistical And Machine Learning Approaches
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Author : Antonio Lepore
language : en
Publisher: Springer Nature
Release Date : 2022-10-19
Interpretability For Industry 4 0 Statistical And Machine Learning Approaches written by Antonio Lepore and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-10-19 with Mathematics categories.
This volume provides readers with a compact, stimulating and multifaceted introduction to interpretability, a key issue for developing insightful statistical and machine learning approaches as well as for communicating modelling results in business and industry. Different views in the context of Industry 4.0 are offered in connection with the concepts of explainability of machine learning tools, generalizability of model outputs and sensitivity analysis. Moreover, the book explores the integration of Artificial Intelligence and robust analysis of variance for big data mining and monitoring in Additive Manufacturing, and sheds new light on interpretability via random forests and flexible generalized additive models together with related software resources and real-world examples.
A Decade Of Research Activities At The Department Of Industrial Engineering Unina Dii
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Author : Nicola Bianco
language : en
Publisher: Springer Nature
Release Date : 2024-06-01
A Decade Of Research Activities At The Department Of Industrial Engineering Unina Dii written by Nicola Bianco and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-06-01 with Technology & Engineering categories.
This open access book celebrates the decennial of the Department of Industrial Engineering of Università di Napoli Federico II, Italy. It covers the main research achievements developed at the department in the fields of aerospace, marine, energy, statistical, mechanical and management engineering. Five pre-existing departments merged in 2013, and the research results are here summarized to certify how important it was to join skills, expertise, and projects. The industrial engineering area is huge, but it is now dominated by the need to conceive and analyze new solutions, human and climate oriented to face with the actual challenges which dictate the new paradigm, which evolved from “is it feasible?” to “is it compatible with the environment and the human beings?”. There is still a lot to do, but the contents of this book demonstrate that the first steps have been done. All the researchers of the department have contributed to this book, more than 140 authors, and thus, it isthe collective outcome of the path they were able to perform all together, including administrative officers and technicians. It highlights the international relevance and multidisciplinarity of research at the university as well as the planned research lines for the next years.
Quality In The Era Of Industry 4 0
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Author : Kai Yang
language : en
Publisher: John Wiley & Sons
Release Date : 2023-12-07
Quality In The Era Of Industry 4 0 written by Kai Yang 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 2023-12-07 with Technology & Engineering categories.
QUALITY IN THE ERA OF INDUSTRY 4.0 Enables readers to use real-world data from connected devices to improve product performance, detect design vulnerabilities, and design better solutions Quality in the Era of Industry 4.0 provides an insightful guide to harnessing user performance and behavior data through AI and other Industry 4.0 technologies. This transformative approach enables companies to not only optimize products and services in real-time, but also to anticipate and mitigate likely failures proactively. In a succinct and lucid style, the book presents a pioneering framework for a new paradigm of quality management in the Industry 4.0 landscape. It introduces groundbreaking techniques such as utilizing real-world data to tailor products for superior fit and performance, leveraging connectivity to adapt products to evolving needs and use-cases, and employing cutting-edge manufacturing methods to create bespoke, cost-effective solutions with greater efficiency. Case examples featuring applications from the automotive, mobile device, home appliance, and healthcare industries are used to illustrate how these new quality approaches can be used to benchmark the product’s performance and durability, maintain smart manufacturing, and detect design vulnerabilities. Written by a seasoned expert with experience teaching quality management in both corporate and academic settings, Quality in the Era of Industry 4.0 covers topics such as: Evolution of quality through industrial revolutions, from ancient times to the first and second industrial revolutions Quality by customer value creation, explaining differences in producers, stakeholders, and customers in the new digital age, along with new realities brought by Industry 4.0 Data quality dimensions and strategy, data governance, and new talents and skill sets for quality professionals in Industry 4.0 Automated product lifecycle management, predictive quality control, and defect prevention using technologies like smart factories, IoT, and sensors Quality in the Era of Industry 4.0 is a highly valuable resource for product engineers, quality managers, quality engineers, quality consultants, industrial engineers, and systems engineers who wish to make a participatory approach towards data-driven design, economical mass-customization, and late differentiation.
Insights In Metabolomics 2021
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Author : Wolfram Weckwerth
language : en
Publisher: Frontiers Media SA
Release Date : 2023-10-30
Insights In Metabolomics 2021 written by Wolfram Weckwerth and has been published by Frontiers Media SA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-10-30 with Science categories.
We are now entering the third decade of the 21st Century, and, especially in the last years, the achievements made by scientists have been exceptional, leading to major advancements in the fast-growing field of Metabolomics. Frontiers has organized a series of Research Topics to highlight the latest advancements in science in order to be at the forefront of science in different fields of research. This editorial initiative of particular relevance, led by Dr Wolfram Weckwerth, Specialty Chief Editor of the Metabolomics section, is focused on new insights, novel developments, current challenges, latest discoveries, recent advances and future perspectives in the field of Metabolomics.
Green Industrial Applications Of Artificial Intelligence And Internet Of Things
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Author : Biswadip Basu Mallik
language : en
Publisher: Bentham Science Publishers
Release Date : 2024-07-22
Green Industrial Applications Of Artificial Intelligence And Internet Of Things written by Biswadip Basu Mallik and has been published by Bentham Science Publishers this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-07-22 with Computers categories.
This book explores the intersection of the Internet of Things (IoT) and Artificial Intelligence (AI) in sustaining a green environment, sustainable societies, and thriving industries. It offers a comprehensive exploration of how these technologies intersect and transform various sectors to enhance environmental conservation, societal well-being, and industrial progress. The book features a diverse array of case studies, methodologies, and notes on technological advancements. Readers will gain valuable insights into the impact of AI and IoT on sustainable initiatives through real-world examples, research findings, and discussions on future directions. Key themes AI in complex and versatile scenarios: Chapters 1 and 4 explore AI applications in combatant identification and COVID-19 monitoring IoT for efficiency and data-driven decision-making: Chapters 2, 3, and 7 focus on IoT implementations in battery monitoring for electric vehicles, healthcare systems, and precision farming AI for diagnostics and computer vision: Chapters 5, 9, and 13 highlight AI-driven solutions for plant disease detection, fetal spine disorder detection, and defect detection Industry applications: Chapters 6, 8, 10, 11, 12, 14, 15, 16, and 17 cover AI and IoT in healthcare, transportation, supply chain management, endangered species protection, crop management, and pollution detection, showcasing their transformative potential across various domains. This book is ideal for readers with multidisciplinary backgrounds, including researchers, academics, professionals, and students interested in IoT, AI, environmental sustainability, healthcare, agriculture, smart technologies, and industrial innovation.
Using Computational Intelligence For Sustainable Manufacturing Of Advanced Materials
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Author : Muduli, Kamalakanta
language : en
Publisher: IGI Global
Release Date : 2025-04-23
Using Computational Intelligence For Sustainable Manufacturing Of Advanced Materials written by Muduli, Kamalakanta and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-04-23 with Business & Economics categories.
The shift toward sustainable manufacturing is vital for addressing the pressing environmental challenges of the 21st century. By integrating sustainability principles, manufacturing processes can minimize resource consumption, reduce greenhouse gas emissions, and extend product lifecycles. This approach emphasizes designing for regeneration, using eco-friendly materials, and adopting advanced digital technologies like artificial intelligence (AI), Internet of Things (IoT), and blockchain to optimize production and promote environmental stewardship. Sustainable manufacturing not only mitigates ecological harm but also fosters innovation, enhances competitiveness, and supports long-term economic and societal resilience. Adopting such practices is essential for transitioning to a more responsible and sustainable global economy. Using Computational Intelligence for Sustainable Manufacturing of Advanced Materials highlights how the application of computational intelligence techniques can promote resource and environmental sustainability in manufacturing systems and operational practices. It further examines how sustainable practices and advanced technologies in materials manufacturing can revolutionize production processes while minimizing environmental impact and promoting resource efficiency. Covering topics such as energy storage, nanoparticles, and biomaterials, this book is an excellent resource for computer scientists, business professionals, manufacturers, environmentalists, researchers, professionals, scholars, academicians, and more.
Sustainable Electrical Engineering And Intelligent Systems
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Author : Birudala Venkatesh Reddy
language : en
Publisher: CRC Press
Release Date : 2025-09-10
Sustainable Electrical Engineering And Intelligent Systems written by Birudala Venkatesh Reddy and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-09-10 with Technology & Engineering categories.
This book comprises a selection of papers presented at the International Conference of Sustainable Electrical Engineering and Intelligent Systems (ICSEEIS 2025). It presents a rich repository of groundbreaking research at the intersection of artificial intelligence and electrical engineering for a sustainable future. The papers in this collection touch upon a wide array of topics including developments in smart grid technologies, machine learning applications for power system optimization, and the integration of renewable energy. This volume also provides an in-depth analysis of intelligent control systems, energy efficiency, and the use of AI to solve the problems of sustainable energy management. Readers can expect to find the latest advances in fault detection, predictive maintenance, and the creation of strong and resilient electrical infrastructure in this book. The findings would be instrumental in fostering a deeper understanding of intelligent and sustainable electrical systems and building a firm knowledge base for further innovation. This is a valuable resource for researchers, engineers, and professionals in the field of computer science and electrical engineering. It offers state-of-the-art research and useful solutions to those interested in creating and putting into practice intelligent and sustainable energy solutions.
Applications Of Statistics Artificial Intelligence In Emerging Scenarios 2023
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Author : Prof. Monalisha Pattnaik
language : en
Publisher: Archers & Elevators Publishing House
Release Date :
Applications Of Statistics Artificial Intelligence In Emerging Scenarios 2023 written by Prof. Monalisha Pattnaik and has been published by Archers & Elevators Publishing House this book supported file pdf, txt, epub, kindle and other format this book has been release on with Antiques & Collectibles categories.
Multidisciplinary Approach In Research Area Volume 12
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Author : Chief Editor- Biplab Auddya, Editor- Dr.Ranjeet Singh, Dr. Archana Tripathi, Dr.Lata Sharma, Dr.S.Tamilselvi, Dr.Sarika.G, V.Geetha
language : en
Publisher: The Hill Publication
Release Date : 2024-05-20
Multidisciplinary Approach In Research Area Volume 12 written by Chief Editor- Biplab Auddya, Editor- Dr.Ranjeet Singh, Dr. Archana Tripathi, Dr.Lata Sharma, Dr.S.Tamilselvi, Dr.Sarika.G, V.Geetha and has been published by The Hill Publication this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-05-20 with Antiques & Collectibles categories.
Sheet Metal 2025
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Author : G. Meschut
language : en
Publisher: Materials Research Forum LLC
Release Date : 2025-05-05
Sheet Metal 2025 written by G. Meschut and has been published by Materials Research Forum LLC this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-05-05 with Technology & Engineering categories.
The book on sheet metals features 45 articles covering the following topics: Forming, Incremental forming, Joining, Simulation, Characterization, Polymers and composites, Machine learning, Sustainability, and Welding and additive manufacturing. Keywords: Forming, Incremental Forming, Joining, Simulation, Characterization, Polymers, Composites, Machine Learning, Sustainability, Welding, Additive Manufacturing.