Application of Data Mining and Machine Learning Methods to Industrial Heat Treatment Processes for Hardness Prediction von Yannick Lingelbach | ISBN 9783731513520

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

von Yannick Lingelbach
Buchcover Application of Data Mining and Machine Learning Methods to Industrial Heat Treatment Processes for Hardness Prediction | Yannick Lingelbach | EAN 9783731513520 | ISBN 3-7315-1352-8 | ISBN 978-3-7315-1352-0

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

von Yannick Lingelbach
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.