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

Lingelbach, Yannick

 
9783731513520: Application of Data Mining and Machine Learning Methods to Industrial Heat Treatment Processes for Hardness Prediction
Brossura
ISBN 10: 3731513528 ISBN 13: 9783731513520
Casa editrice: KIT Scientific Publishing, 2024

Sinossi

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.

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Editore
KIT Scientific Publishing
Data di pubblicazione
2024
Lingua
Inglese
ISBN 10 
3731513528
ISBN 13 
9783731513520
Rilegatura
Copertina flessibile
Numero edizione
1
Numero di pagine
278
Contatto del produttore
non disponibile
Persona responsabile
non disponibile