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Application of Data Mining and Machine Learning Methods to Industrial Heat Treatment Processes for Hardness Prediction

2024-07-24
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Release : 2024-07-24
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Book Synopsis Application of Data Mining and Machine Learning Methods to Industrial Heat Treatment Processes for Hardness Prediction by : Lingelbach, Yannick

Download or read book Application of Data Mining and Machine Learning Methods to Industrial Heat Treatment Processes for Hardness Prediction written by Lingelbach, Yannick. This book was released on 2024-07-24. Available in PDF, EPUB and Kindle. Book excerpt: This work presents a data mining framework applied to industrial heattreatment (bainitization and case hardening) aiming to optimize processes and reduce costs. The framework analyses factors such as material, production line, and quality assessment for preprocessing, feature extraction, and drift corrections. Machine learning is employed to devise robust prediction strategies for hardness. Its implementation in an industry pilot demonstrates the economic benefits of the framework. - This work presents a data mining framework applied to industrial heattreatment (bainitization and case hardening) aiming to optimize processes and reduce costs. The framework analyses factors such as material, production line, and quality assessment for preprocessing, feature extraction, and drift corrections. Machine learning is employed to devise robust prediction strategies for hardness. Its implementation in an industry pilot demonstrates the economic benefits of the framework.

Intelligent Systems in Production Engineering and Maintenance III

2023-10-28 Technology & Engineering
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Release : 2023-10-28
Genre : Technology & Engineering
Kind : eBook
Book Rating : 822/5 ( reviews)

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Book Synopsis Intelligent Systems in Production Engineering and Maintenance III by : Anna Burduk

Download or read book Intelligent Systems in Production Engineering and Maintenance III written by Anna Burduk. This book was released on 2023-10-28. Available in PDF, EPUB and Kindle. Book excerpt: This book reports on intelligent methods and solutions in engineering production and maintenance. It describes advanced tools for optimizing production processes, increasing their automation, safety and sustainability. Contributions cover different stages of the production process, such as product design, supply chain, and equipment maintenance and safety. This is one of the two volumes based on the 4th International Conference on Intelligent Systems in Production Engineering and Maintenance, ISPEM 2023, held on September 13-15, 2023, in Wroclaw, Poland.

Practical Heat Treating

2006-01-01 Technology & Engineering
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Release : 2006-01-01
Genre : Technology & Engineering
Kind : eBook
Book Rating : 103/5 ( reviews)

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Book Synopsis Practical Heat Treating by : Jon L. Dossett

Download or read book Practical Heat Treating written by Jon L. Dossett. This book was released on 2006-01-01. Available in PDF, EPUB and Kindle. Book excerpt: What is heat treatment? This book describes heat treating technology in clear, concise, and nontheoretical language. It is an excellent introduction and guide for design and manufacturing engineers, technicians, students, and others who need to understand why heat treatment is specified and how different processes are used to obtain desired properties. The new Second Edition has been extensively updated and revised by Jon. L. Dossett, who has more than forty years of experience in theat treating operations and management. The update adds important information about new processes and process control techniques that have been developed or refined in recent years. Helpfull appendices have been added on decarburization of steels, boost/diffues cycles for carburizing, and process verification.

Steel Heat Treatment Handbook

1997-02-21 Technology & Engineering
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Release : 1997-02-21
Genre : Technology & Engineering
Kind : eBook
Book Rating : 508/5 ( reviews)

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Book Synopsis Steel Heat Treatment Handbook by : George E. Totten

Download or read book Steel Heat Treatment Handbook written by George E. Totten. This book was released on 1997-02-21. Available in PDF, EPUB and Kindle. Book excerpt: This comprehensive resource provides practical, modern approaches to steel heat treatment topics such as sources of residual stress and distortion, hardenability prediction, modeling, effects of steel alloy chemistry on heat treatment, quenching, carburizing, nitriding, vacuum heat treatment, metallography, and process equipment. Containing recent data and developments from international experts, the Steel Treatment Handbook discusses the principles of heat treatment; quenchants, quenching systems, and quenching technology; strain gauge procedures, X-ray diffraction, and other residual stress measurement methods; carburizing and carbonitriding; powder mettalurgy technology; metallography and physical property determination; ecological regulations and safety standards; and more. Well illustrated with nearly 1000 tables, equations, figures, and photographs, the Steel Heat Treatment Handbook is an excellent reference for materials, manufacturing, heat treatment, maintenance, mechanical, industrial, process and quality control, design, and research engineers; department or corporate metallurgists; and upper-level undergraduate and graduate students in these disciplines.

Using Traditional Design Methods to Enhance AI-Driven Decision Making

2024-01-10 Computers
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Release : 2024-01-10
Genre : Computers
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Book Rating : /5 ( reviews)

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Book Synopsis Using Traditional Design Methods to Enhance AI-Driven Decision Making by : Nguyen, Tien V. T.

Download or read book Using Traditional Design Methods to Enhance AI-Driven Decision Making written by Nguyen, Tien V. T.. This book was released on 2024-01-10. Available in PDF, EPUB and Kindle. Book excerpt: In the rapidly evolving landscape of industrial activities, artificial intelligence (AI) has emerged as a powerful force driving transformative change. Among its many applications, AI has proven to be instrumental in reducing processing costs associated with optimization challenges. The intersection of AI with optimization and multi-criteria decision making (MCDM) techniques has led to practical solutions in diverse fields such as manufacturing, transportation, finance, economics, and artificial intelligence. Using Traditional Design Methods to Enhance AI-Driven Decision Making delves into a wide array of topics related to optimization, decision-making, and their applications. Drawing on foundational contributions, system developments, and innovative techniques, the book explores the synergy between traditional design methods and AI-driven decision-making approaches. The book is ideal for higher education faculty and administrators, students of higher education, librarians, researchers, graduate students, and academicians. Contributors are invited to explore a wide range of topics, including the role of AI-driven decision-making in leadership, trends in AI-driven decision-making in Industry 5.0, applications in various industries such as manufacturing, transportation, healthcare, and banking services, as well as AI-driven optimization in mechanical engineering and materials.

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