电邮这篇文章 APPLICATION OF LINEAR REGRESSION MODELS FOR FINDING THE HARDNESS OF HEAT-TREATED STEELS BASED ON STATIC MAGNETIC CHARACTERISTICS
- 作者: Besprozvanny A.A.1, Ksenofontov D.G.2, Vasilenko O.N.2
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隶属关系:
- Institute of Metal Physics named after M.N. Mikheev Ural Branch of the Russian Academy of Sciences
- M.N. Mikheev Institute of Metal Physics of Ural Branch of Russian Academy of Sciences
- 期: 编号 8 (2025)
- 页面: 57-60
- 栏目: По материалам XXXV Уральской конференции «Физические методы неразрушающего контроля (Янусовские чтения)»
- URL: https://ogarev-online.ru/0130-3082/article/view/294457
- DOI: https://doi.org/10.31857/S0130308225080053
- ID: 294457
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详细
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
作者简介
Andrey Besprozvanny
Institute of Metal Physics named after M.N. Mikheev Ural Branch of the Russian Academy of Sciences
Email: abes67@bk.ru
俄罗斯联邦, 620108 Yekaterinburg, S. Kovalevskoy str., 18
Danila Ksenofontov
M.N. Mikheev Institute of Metal Physics of Ural Branch of Russian Academy of Sciences
Email: ksenofontov@imp.uran.ru
Младший научный сотрудник
俄罗斯联邦, 620108, Yekaterinburg, S. Kovalevskaya Street, 18Olga Vasilenko
M.N. Mikheev Institute of Metal Physics of Ural Branch of Russian Academy of Sciences
编辑信件的主要联系方式.
Email: vasilenko@imp.uran.ru
俄罗斯联邦, 620108 Yekaterinburg, S. Kovalevskaya Street, 18
参考
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- Xing Z. et al. Micromagnetic and Robust Evaluation of Surface Hardness in Cr12MoV Steel Considering Repeatability of the Instrument // Sensors. MDPI. 2023. V. 23. No. 3. P. 1273.
- Wolter, B., Gabi, Y., Conrad, C. Nondestructive Testing with 3MA—An Overview of Principles and Applications // Applied Sciences. 2019. V. 9. No. 6. P. 1068.
- Bida G. V., Stashkov A. N. Multipurpose use of magnetic properties of steels in nondestructive testing of the quality of heat-treated workpieces // Defectoskopiya. 2003. No 4. P. 66—74.
- IEC 60404–4:1995/AMD2-2008 Amendment 2 — Magnetic materials — Part 4: Methods of measurement of d.c. magnetic properties of magnetically soft materials.
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