- PII
- S30344980S0130308225080053-1
- DOI
- 10.7868/S3034498025080053
- Publication type
- Article
- Status
- Published
- Authors
- Volume/ Edition
- Volume / Issue number 8
- Pages
- 57-60
- Abstract
- This paper explores the application of linear regression models for estimating the hardness of heat-treated steels based on their static magnetic properties. The study uses pre-calculated datasets containing hysteresis loop parameters along with corresponding hardness values. Separate analyses were conducted for steels subjected to tempering and quenching to assess the influence of heat treatment on prediction accuracy. Several linear models were evaluated and compared using determination coefficients to identify the most effective correlations. The results confirm the feasibility of using regression-based approaches for rapid hardness estimation from magnetic parameters and highlight a way to choose the most informative features.
- Keywords
- магнитный структурный анализ твердость машинное обучение линейная регрессия термообработка коэрцитивная сила остаточная магнитная индукция
- Date of publication
- 11.07.2025
- Year of publication
- 2025
- Number of purchasers
- 0
- Views
- 39
References
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