Atomic-Scale Mechanisms of Nanoscale Material Removal in FeCrNiCoCu High-Entropy Alloys: Coupled Effects of Crystallography, Grain Size, and Composition
Abstract
1. Introduction
2. Simulation Methodology
2.1. Material Model Construction of FeCrNiCoCu High-Entropy Alloy
2.1.1. Single-Crystal FeCrNiCoCu High-Entropy Alloy Model
2.1.2. Polycrystalline FeCrNiCoCu High-Entropy Alloy Model
2.2. Scratching Model
2.3. Interatomic Potential Functions
3. Results and Discussion
3.1. Single-Crystal FeCrNiCoCu High-Entropy Alloy
3.1.1. Material Removal Mechanism of Single-Crystal FeCrNiCoCu High-Entropy Alloy
3.1.2. Effect of Crystallographic Orientation on the Machining Mechanism of FeCrNiCoCu High-Entropy Alloy
3.2. Polycrystalline FeCrNiCoCu High-Entropy Alloy
3.2.1. Machining Mechanism of Polycrystalline FeCrNiCoCu High-Entropy Alloy
3.2.2. Effect of Grain Size on the Machining Mechanism of Polycrystalline FeCrNiCoCu High-Entropy Alloy
3.3. Comparison Between FeCrNiCoCu HEA and Conventional FCC Metal (Cu)
4. Influence of Elemental Composition on the Machining Mechanism of FeCrNiCoCu High-Entropy Alloys
4.1. Single-Crystal FeCrNiCoCu High-Entropy Alloy
4.2. Polycrystalline FeCrNiCoCu High-Entropy Alloy
5. Conclusions
- (1)
- Single-crystal FeCrNiCoCu HEAs: Dislocations nucleate along <110> directions and largely annihilate after scratching. The (100) plane shows minimal residual dislocations and phase transformation, demonstrating superior elastic recovery and lattice self-healing.
- (2)
- Crystallographic orientation effects: Plane-specific atomic arrangements lead to distinct dislocation density, phase transformation, and residual deformation. The (100) plane provides the most favorable machining performance.
- (3)
- Grain size effects: Smaller grains increase dislocation density and machining forces, whereas larger grains enhance elastic recovery and reduce subsurface damage.
- (4)
- Elemental composition effects: Cu: Higher content suppresses dislocation motion, improves material removal, and enhances surface quality in both single- and polycrystals. Cr: Higher content strengthens lattice integrity, reduces subsurface defects, and suppresses dislocation-induced plasticity. Fe: Increasing Fe slightly amplifies plastic deformation but significantly reduces phase transformation and amorphization, aiding lattice self-healing.
- (5)
- Overall insights: Crystallographic orientation, grain size, and elemental composition collectively control dislocation evolution, phase transformation, and plastic deformation during machining. The present findings provide atomistic insights into the deformation and defect evolution behavior of FeCrNiCoCu high-entropy alloys during nanoscratching and establish qualitative structure–machinability relationships that may assist future experimental and multiscale investigations on HEA precision machining.
- (6)
- This work extends conventional MD nano-scratching studies by establishing a unified structure–deformation–machinability relationship for FeCrNiCoCu high-entropy alloys through the combined analysis of crystallographic orientation, grain size, and elemental composition. The results indicate that dominant (100)-oriented grains, relatively coarse grain structures, and Cu/Cr-rich compositions can effectively reduce subsurface damage and improve surface integrity during precision machining. These findings provide both atomistic insights into nanoscale deformation mechanisms and practical guidance for the microstructural design of machinable HEAs.
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
References
- George, E.P.; Raabe, D.; Ritchie, R.O. High-entropy alloys. Nat. Rev. Mater. 2019, 4, 515–534. [Google Scholar] [CrossRef]
- Sathiyamoorthi, P.; Kim, H.S. High-entropy alloys with heterogeneous microstructure: Processing and mechanical properties. Prog. Mater. Sci. 2022, 123, 100709. [Google Scholar] [CrossRef]
- Li, J.; Dong, L.; Dong, X.; Zhao, W.; Liu, J.; Xiong, J.; Xu, C. Study on wear behavior of FeNiCrCoCu high entropy alloy coating on Cu substrate based on molecular dynamics. Appl. Surf. Sci. 2021, 570, 151236. [Google Scholar] [CrossRef]
- Jiang, D.; Xie, L.; Wang, L. Current application status of multi-scale simulation and machine learning in research on high-entropy alloys. J. Mater. Res. Technol. 2023, 26, 1341–1374. [Google Scholar] [CrossRef]
- Sun, L.; Cava, R.J. High entropy alloy superconductors--status, opportunities and challenges. arXiv 2019, arXiv:1907.06195. [Google Scholar] [CrossRef]
- Gromov, V.E.; Shlyarova, Y.A.; Konovalov, S.V.; Vorob’EV, S.V.; Peregudov, O.A. Application of high-entropy alloys. Steel Transl. 2021, 51, 700–704. [Google Scholar] [CrossRef]
- Liborius, H.; Uhlig, T.; Clauß, B.; Nestler, A.; Lindner, T.; Schubert, A.; Wagner, G.; Lampke, T. Influence of the cutting material on tool wear, surface roughness, and force components for different cutting speeds in face turning of CoCrFeNi high-entropy alloys. IOP Conf. Ser. Mater. Sci. Eng. 2021, 1147, 012008. [Google Scholar] [CrossRef]
- Zhao, Y.; Zhang, J.; Li, L.; Goel, S.; Zhang, C.; Wu, X.; Kang, C.; Guo, J. Evolution of tool wear and machining quality during dry milling of AlCoCrFeNi2. 1 eutectic high entropy alloy. Wear 2025, 560, 205616. [Google Scholar] [CrossRef]
- Ma, S.; Liu, W.; Li, Q.; Zhang, J.; Huang, S.; Xiong, Y.; Xu, B.; Yang, T.; Zhao, S. Mechanism of elemental segregation around extended defects in high-entropy alloys and its effect on mechanical properties. Acta Mater. 2024, 264, 119537. [Google Scholar] [CrossRef]
- Yan, X.; Zou, Y.; Zhang, Y. Properties and processing technologies of high-entropy alloys. Mater. Futur. 2022, 1, 022002. [Google Scholar] [CrossRef]
- Yin, L.; Ya-dong, G.; Huan, Z.; Yao, S.; Ming, C. Experimental investigations into grinding characteristics of high entropy alloys (HEAs) using micro grinding. Int. J. Adv. Manuf. Technol. 2018, 96, 4477–4499. [Google Scholar] [CrossRef]
- Zhang, J.; Yan, F.; Yang, H.; Yue, X.; Qing, Z.; Chen, S. Tool wear mechanism of machining refractory high-entropy alloys. Int. J. Refract. Met. Hard Mater. 2025, 134, 107461. [Google Scholar] [CrossRef]
- Liang, X.; Zhang, C.; Wang, C.; Li, K.; Loh, Y.M.; Cheung, C.F. Tool wear mechanisms and surface quality assessment during micro-milling of high entropy alloy FeCoNiCrAlx. Tribol. Int. 2023, 178, 108053. [Google Scholar] [CrossRef]
- Xing, Y.; Liu, Y.; Li, Y.; Xue, C.; Yip, W.S.; To, S. Towards understanding the deformation mechanism of high-entropy alloy after in-situ laser-assisted diamond cutting: From macro material removal features to micro atomic arrangement patterns. J. Mech. Work. Technol. 2025, 344, 119009. [Google Scholar] [CrossRef]
- Li, J.; Liu, B.; Luo, H.; Fang, Q.; Liu, Y.; Liu, Y. A molecular dynamics investigation into plastic deformation mechanism of nanocrystalline copper for different nanoscratching rates. Comput. Mater. Sci. 2016, 118, 66–76. [Google Scholar] [CrossRef]
- Shi, J.; Chen, J.; Fang, L.; Sun, K.; Sun, J.; Han, J. Atomistic scale nanoscratching behavior of monocrystalline Cu influenced by water film in CMP process. Appl. Surf. Sci. 2018, 435, 983–992. [Google Scholar] [CrossRef]
- Liang, S.-W.; Qiu, R.-Z.; Fang, T.-H. Molecular dynamics simulations of nanoindentation and scratch in Cu grain boundaries. Beilstein J. Nanotechnol. 2017, 8, 2281–2292. [Google Scholar] [CrossRef] [PubMed]
- Jun, S.; Lee, Y.; Kim, S.Y.; Im, S. Large-scale molecular dynamics simulations of Al(111) nanoscratching. Wear 2004, 15, 1169. [Google Scholar] [CrossRef]
- Nguyen, H.G.; Young, S.J.; Le, T.D.; Chatzinotas, S.; Fang, T.H. Deformation mechanisms of AlCoCrCuFeNi: A molecular dynamics and machine learning approach. Mater. Today Nano 2025, 31, 100662. [Google Scholar] [CrossRef]
- Wu, Y.; Tan, J.; Li, X.; Qiu, Z.; Zhang, R. Molecular dynamics study on friction of high-entropy alloy FeCrNiCoCu. Mater. Today Commun. 2023, 37, 107107. [Google Scholar] [CrossRef]
- Wang, B.; Luo, R.; Wang, Q.; Liu, H. Atomistic study on the nano-scratch mechanism of CoCrFeMnNi high-entropy alloy at different morphology densities. Mater. Res. Express 2023, 10, 016503. [Google Scholar] [CrossRef]
- Plimpton, S. Fast parallel algorithms for short-range molecular dynamics. J. Comput. Phys. 1995, 117, 1–19. [Google Scholar] [CrossRef]
- Gao, T.; Song, H.; Wang, B.; Gao, Y.; Liu, Y.; Xie, Q.; Chen, Q.; Xiao, Q.; Liang, Y. Molecular dynamics simulations of tensile response for FeCrNiCoCu high-entropy alloy with voids. Int. J. Mech. Sci. 2023, 237, 107800. [Google Scholar] [CrossRef]
- Hirel, P. Atomsk: A tool for manipulating and converting atomic data files. Comput. Phys. Commun. 2015, 197, 212–219. [Google Scholar] [CrossRef]
- Mishin, Y.; Mehl, M.J.; Papaconstantopoulos, D.A.; Voter, A.F.; Kress, J.D. Structural stability and lattice defects in copper: Ab initio, tight-binding, and embedded-atom calculations. Phys. Rev. B 2001, 63, 224106. [Google Scholar] [CrossRef]
- Zunger, A.; Wei, S.H.; Ferreira, L.G.; Bernard, J.E. Special quasirandom structures. Phys. Rev. Lett. 1990, 65, 353–356. [Google Scholar] [CrossRef]
- Hoover, W.G. Canonical dynamics: Equilibrium phase-space distributions. Phys. Rev. A Gen. Phys. 1985, 31, 1695–1697. [Google Scholar] [CrossRef]
- Li, Z.; Zhu, K.; Le, S.; Ibrahim, A.M.M.; Wang, B.; Chen, Y.; Su, H. Efficient fabrication of low-damage, high-quality diamond microgrooves with high adhesion graphite-graphene layers on their surfaces using LIPAA technology. J. Manuf. Process. 2025, 145, 71–84. [Google Scholar] [CrossRef]
- Deluigi, O.R.; Pasianot, R.C.; Valencia, F.J.; Caro, A.; Farkas, D.; Bringa, E.M. Simulations of primary damage in a High Entropy Alloy: Probing enhanced radiation resistance. Acta Mater. 2021, 213, 116951. [Google Scholar] [CrossRef]
- Los, J.H.; Kroes, J.M.H.; Albe, K.; Gordillo, R.M.; Katsnelson, M.I.; Fasolino, A. Extended Tersoff potential for boron nitride: Energetics and elastic properties of pristine and defective h-BN. Phys. Rev. B 2017, 96, 184108. [Google Scholar] [CrossRef]
- Piątek, A.; Nowak, R.; Gburski, Z. A Titanium-Decorated Fullerene Cluster-A Molecular Dynamics Simulation. Solid State Phenom. 2008, 140, 109–116. [Google Scholar] [CrossRef]
- Filippova, V.P.; Kunavin, S.A.; Pugachev, M.S. Calculation of the parameters of the Lennard-Jones potential for pairs of identical atoms based on the properties of solid substances. Inorg. Mater. Appl. Res. 2015, 6, 1–4. [Google Scholar] [CrossRef]
- Rappe, A.K.; Casewit, C.J.; Colwell, K.S.; Goddard, I.I.I.W.A.; Skif, W.M. UFF, a full periodic table force field for molecular mechanics and molecular dynamics simulations. J. Am. Chem. Soc. 1992, 114, 10024–10035. [Google Scholar] [CrossRef]
- Stukowski, A. Visualization and analysis of atomistic simulation data with OVITO–the Open Visualization Tool. Model. Simul. Mater. Sci. Eng. 2010, 18, 015012. [Google Scholar] [CrossRef]
- Wen, M.; Liu, G.; Gu, J.F.; Guan, W.M.; Lu, J. Dislocation evolution in titanium during surface severe plastic deformation. Appl. Surf. Sci. 2009, 255, 6097–6102. [Google Scholar] [CrossRef]
- Lu, K.; Zhu, J.; Ge, W.; Hui, X. Progress on new preparation methods, microstructures, and protective properties of high-entropy alloy coatings. Coatings 2022, 12, 1472. [Google Scholar] [CrossRef]
- Kuptsov, K.A.; Antonyuk, M.N.; Sheveyko, A.N.; Bondarev, A.V.; Ignatov, S.G.; Slukin, P.V.; Dwivedi, P.; Fraile, A.; Polcar, T.; Shtansky, D.V. High-entropy Fe-Cr-Ni-Co-(Cu) coatings produced by vacuum electro-spark deposition for marine and coastal applications. Surf. Coat. Technol. 2023, 453, 129136. [Google Scholar] [CrossRef]
- Wu, D.; Li, D.; Lu, S. Effect of Cr content on the microstructural stability and impact-toughness evolution of a Ni-Fe-based weld metal. J. Alloys Compd. 2018, 749, 465–472. [Google Scholar] [CrossRef]
- Ren, J.; Ge, Y.; Li, W.; Gao, Q.; Wang, Q.; Li, J.; Xue, H.; Lu, X. Molecular dynamics investigation of friction properties in FeCoNiTi high-entropy alloy coatings on titanium substrate. J. Mater. Sci. 2025, 60, 5442–5458. [Google Scholar] [CrossRef]
- Li, Q.J.; Sheng, H.; Ma, E. Strengthening in multi-principal element alloys with local-chemical-order roughened dislocation pathways. Nat. Commun. 2019, 10, 3563. [Google Scholar] [CrossRef]
- Zhang, R.; Zhao, S.; Ding, J.; Chong, Y.; Jia, T.; Ophus, C.; Asta, M.; Ritchie, R.O.; Minor, A.M. Short-range order and its impact on the CrCoNi medium-entropy alloy. Nature 2020, 581, 283–287. [Google Scholar] [CrossRef]
- Niu, C.; Zaddach, A.J.; Oni, A.A.; Sang, X.; Hurt, J.W.; LeBeau, J.M.; Koch, C.C.; Irving, D.L. Spin-driven ordering of Cr in the equiatomic high entropy alloy NiFeCrCo. Appl. Phys. Lett. 2015, 106, 161906. [Google Scholar] [CrossRef]
- Mizuseki, H.; Sahara, R.; Hongo, K. Order–disorder competition in equiatomic 3d-transition-metal quaternary alloys: Phase stability and electronic structure. Sci. Technol. Adv. Mater. Methods 2023, 3, 2153632. [Google Scholar] [CrossRef]






















| Type | Fe | Cr | Ni | Co | Cu |
|---|---|---|---|---|---|
| Reduce Fe content | 10 | 22.5 | 22.5 | 22.5 | 22.5 |
| Increase Fe content | 30 | 17.5 | 17.5 | 17.5 | 17.5 |
| Material Properties | Crystal Type | Size | Number of Atoms | Lattice Structure |
|---|---|---|---|---|
| CBN grinding particle | Single crystal | Radius: 25 Å | B atoms: 5594 N atoms: 5576 | cubic |
| FeCrNiCoCu high entropy alloy | Single crystal | 200 Å × 90 Å × 100 Å | Fe atoms: 27,750, Ni atoms: 27,750, Cr atoms: 27,750, Co atoms: 27,750, Cu atoms: 27,750 | fcc |
| Polycrystalline | ||||
| Potential function | Fe, Ni, Cr, Co, Cu: EAM; B-B, B-N, N-N: ExTeP; Fe-B, Ni-B, Cr-B, Co-B, Cu-B, Fe-N, Ni-N, Cr-N, Co-N, Cu-N: L-J. | |||
| Time step | 1 fs | |||
| Temperature | 297 K | |||
| Penetration depth | 7.5 Å | |||
| Friction speed | Multi-speed, velocity: 200 m/s | |||
| Parameters | Eb (eV/c.u.) | B2D (N/m) | C11,2D (N/m) | μ2D (N/m) | E2D (N/m) | ν2D (N/m) |
|---|---|---|---|---|---|---|
| Value | −13.38 | 164 | 277 | 113 | 267 | 0.186 |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2026 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license.
Share and Cite
Ling, X.; Fu, P.; Li, Y.; Zhou, Z.; Li, Z. Atomic-Scale Mechanisms of Nanoscale Material Removal in FeCrNiCoCu High-Entropy Alloys: Coupled Effects of Crystallography, Grain Size, and Composition. Nanomaterials 2026, 16, 675. https://doi.org/10.3390/nano16110675
Ling X, Fu P, Li Y, Zhou Z, Li Z. Atomic-Scale Mechanisms of Nanoscale Material Removal in FeCrNiCoCu High-Entropy Alloys: Coupled Effects of Crystallography, Grain Size, and Composition. Nanomaterials. 2026; 16(11):675. https://doi.org/10.3390/nano16110675
Chicago/Turabian StyleLing, Xu, Peng Fu, Yan Li, Zhiqiang Zhou, and Zhuo Li. 2026. "Atomic-Scale Mechanisms of Nanoscale Material Removal in FeCrNiCoCu High-Entropy Alloys: Coupled Effects of Crystallography, Grain Size, and Composition" Nanomaterials 16, no. 11: 675. https://doi.org/10.3390/nano16110675
APA StyleLing, X., Fu, P., Li, Y., Zhou, Z., & Li, Z. (2026). Atomic-Scale Mechanisms of Nanoscale Material Removal in FeCrNiCoCu High-Entropy Alloys: Coupled Effects of Crystallography, Grain Size, and Composition. Nanomaterials, 16(11), 675. https://doi.org/10.3390/nano16110675

