Title :
Product design model for impact toughness estimation in steel plate manufacturing
Author :
Tamminen, Satu ; Juutilainen, Ilmari ; Röning, Juha
Author_Institution :
Dept. of Electr. & Inf. Eng., Univ. of Oulu, Oulu
Abstract :
The purpose of this study was to develop a product design model for impact toughness estimation of low-alloy steel plates. Based on these estimates, the rejection probability of steel plates can be approximated. The target variable was formulated from three Charpy-V measurements with a LIB transformation, because the mean of the measurements would have lost valuable information.The method is suitable for all steel grades in production and it is not restricted to a few test temperatures. There were differences between the performances of different product groups, but overall performance was promising. Next the developed model will be implemented into a graphical simulation tool that is in daily use in the product planning department and already contains some other mechanical property models. The model will guide designers in predicting the related risk of rejection and in producing desired properties in the product at lower cost.
Keywords :
plates (structures); product design; production engineering computing; steel manufacture; Charpy-V measurements; LIB transformation; graphical simulation tool; impact toughness estimation; low-alloy steel plates; product design model; steel plate manufacturing; Costs; Loss measurement; Mechanical factors; Predictive models; Product design; Production; Steel; Temperature; Testing; Virtual manufacturing;
Conference_Titel :
Neural Networks, 2008. IJCNN 2008. (IEEE World Congress on Computational Intelligence). IEEE International Joint Conference on
Conference_Location :
Hong Kong
Print_ISBN :
978-1-4244-1820-6
Electronic_ISBN :
1098-7576
DOI :
10.1109/IJCNN.2008.4633919