Alatarvas, T., Vuolio, T., Heikkinen, E., Shu, Q. and Fabritius, T. (2019), Prediction of Inclusion State in Molten Steel by Morphology and Appearance of Inclusions in Liquid Steel Samples. Steel Research Int.. doi:10.1002/srin.201900424
Prediction of inclusion state in molten steel by morphology and appearance of inclusions in liquid steel samples
|Author:||Alatarvas, Tuomas1; Vuolio, Tero1; Heikkinen, Eetu-Pekka1;|
1Process Metallurgy Research Unit, University of Oulu, P.O. Box 4300, FI–90014 Oulu, Finland
|Persistent link:|| http://urn.fi/urn:nbn:fi-fe2019121848670
John Wiley & Sons,
|Publish Date:|| 2020-10-17
Inclusions are unwanted but to some extent inevitable in molten and solid steel. Usually solid inclusions are considered to be the most harmful. Inclusions can be converted into a less detrimental form with calcium treatment. The success of calcium treatment can be evaluated by analyzing the state of the inclusion population. The state of inclusions is usually determined by computational thermodynamics making use of the chemical composition of inclusions and system conditions. In this process, liquid and solid inclusions are usually distinguished. Herein, a classification procedure which combines computational thermodynamics and data‐driven reasoning is presented. The objective of this work is to study the predictability of the inclusion state based on its appearance and morphological properties. As a result, Al₂O₃–CaO–MgO–CaS inclusions are classified as liquid and solid ones based on their aspect ratio, equivalent circle diameter, and mean gray value with a recall of 82.7% and precision of 84.9%, by making use of a logistic regression‐based classifier.
Steel research international
|Type of Publication:||
A1 Journal article – refereed
|Field of Science:||
215 Chemical engineering
This research was carried out under the Academy of Finland, project no. 311934 (Genome of Steel).
|Academy of Finland Grant Number:||
311934 (Academy of Finland Funding decision)
© 2019 WILEY‐VCH Verlag GmbH & Co. KGaA, Weinheim. This is the peer reviewed version of the following article: Alatarvas, T., Vuolio, T., Heikkinen, E., Shu, Q. and Fabritius, T. (2019), Prediction of Inclusion State in Molten Steel by Morphology and Appearance of Inclusions in Liquid Steel Samples. Steel Research Int.. doi:10.1002/srin.201900424, which has been published in final form at https://doi.org/10.1002/srin.201900424. This article may be used for non-commercial purposes in accordance with Wiley Terms and Conditions for Self-Archiving.