journal article·2026-05Open access

A grain size dependent constitutive model of hot deformation Nd-Fe-B permanent magnetic material

Yajie Xu, Xu Tang, Hubin Luo, Wenzong Yin, Ge Dai, Jinyun Ju, Yeyuan Du, Renjie Chen, Shenglei Che, Aru Yan

Abstract

To address the lack of available material data for neodymium-iron-boron (Nd-Fe-B) permanent magnets in commercial simulation software such as DEFORM, this study systematically investigates the influence of precursor grain size, regulated through different heat-treatment conditions, on the stress–strain response. A grain-size correction factor is incorporated into the conventional Arrhenius-type constitutive model, leading to the development of a grain-size-dependent constitutive equation specifically for Nd–Fe–B materials. The results demonstrate that the modified Arrhenius model accurately describes the high-temperature rheological behavior over a wide range of temperatures, strain rates, and initial grain sizes. The predicted flow stresses show good agreement with the experimental data, with a correlation coefficient of 0.969 and an average absolute relative error ranging from 8.48% to 10.67%. These findings indicate that the proposed model not only reduces the experimental workload but also significantly improves prediction accuracy, thereby providing a reliable constitutive basis for finite element simulations and process optimization of Nd–Fe–B permanent magnets.
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Research context

OpenAlex topics: Magnetic Properties of Alloys · Magnetic Properties and Applications · Metallic Glasses and Amorphous Alloys

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

References (27)

Show source-provided references
1. A design of sintered Nd-Fe-B magnet exhibiting superior corrosion resistance based on the metallurgical behavior of Ni and Cr
2. Perspective and prospects for rare Earth permanent magnets10.1016/j.eng.2018.11.034 ↗
3. Significant progress of grain boundary diffusion process for cost-effective rare earth permanent magnets10.1016/j.matdes.2021.110004 ↗
4. Magnetic materials and devices for the 21st century: stronger, lighter, and more energy efficient10.1002/adma.201002180 ↗
5. High performance NdFeB sintered magnets and their applications10.2497/jjspm.53.573 ↗
6. Anisotropic bonded NdFeB magnets with radial oriented magnetization by 2-step warm compaction process10.1016/j.jallcom.2008.10.119 ↗
7. Rare earth permanent magnets prepared by hot deformation process10.1088/1674-1056/27/11/117504 ↗
8. Significant progress for hot-deformed Nd-Fe-B magnets10.3390/ma16134789 ↗
9. Development of high-performance hot-deformed neodymium–iron–boron magnets without heavy rare-earth elements10.3390/ma16196581 ↗
10. High-temperature magnetic performance and corrosion resistance of hot-deformed and sintered Nd-Fe-B magnets with similar room-temperature magnetic properties10.1016/j.jmmm.2023.171321 ↗
11. Texture development and grain boundary phase formation in Ce- and ce-la-substituted Nd-Fe-B magnets during hot-deformation process10.1016/j.jmst.2022.04.006 ↗
12. Hot deformation of nanocrystalline nd–fe–b alloys
13. Hot workability of melt-spun Nd-Fe-Co-B magnets10.1063/1.347844 ↗
14. Investigation on the improvement of magnetic properties by hot deformation processes for NdFeB magnets10.4028/www.scientific.net/KEM.626.317 ↗
15. Texture formation mechanism and constitutive equation for anisotropic thermorheological rare-earth permanent magnets10.1063/1.4978700 ↗
16. High performance hot-deformed Nd-Fe-B magnets10.1080/14686996.2020.1868049 ↗
17. Finite element simulation and microstructural analysis of roll forming for DP590 high-strength dual-phase steel wheel rims10.3390/ma17153795 ↗
18. Numerical simulation and experimental validation of microstructure evolution during the upsetting process of a large size martensitic stainless steel forging
19. Constitutive modelling of idealised granular materials using machine learning method10.1016/j.jrmge.2022.08.002 ↗
20. The use of machine-learning techniques in material constitutive modelling for metal forming processes10.3390/met12030427 ↗
21. Modelling of the material flow of Nd-Fe-B magnets under high temperature deformation via finite element simulation method10.1080/14686996.2017.1362589 ↗
22. Plastic deformation modeling of backward extrusion process for nd–fe–b ring magnets10.1016/j.jmmm.2011.12.040 ↗
23. Analysis of extrusion characterization of Nd-Fe-B permanent magnet ring based on normalized Cockcroft & Latham fracture criterion10.1016/j.jmmm.2024.172493 ↗
24. Analytical and computational description of effect of grain size on yield stress of metals10.1016/S1359-6454(01)00062-3 ↗
25. A comparison of the magnetic properties and deformation behaviour of Nd-Fe-B magnets made from Melt-Spun, mechanically alloyed and HDDR powders10.1088/0022-3727/31/14/008 ↗
26. New constitutive equation utilizing grain size for modeling of hot deformation behavior of AA1070 aluminum10.1016/S1003-6326(21)65500-0 ↗
27. The origin of crystallographic texture produced during hot deformation in rapidly-quenched NdFeB permanent magnets