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Updated: May 22, 2025

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深度学习潜在分子动力学研究纳米多晶Al-Er合金:Er度,粒度边界分离和粒度大小对塑料变形的影响
Zhen Chang1, Li Feng2, Hong-Tao Xue1
1State Key Laboratory of Advanced Processing and Recycling of Non-ferrous Metals, School of Materials Science and Engineering, Lanzhou University of Technology, Lanzhou 730050, China.
Journal of chemical information and modeling
|March 14, 2025
概括
研究人员使用深度潜力和第一原则计算开发了Al-Er合金的新原子间潜力. 这种潜力可以准确地预测机械性能,提高对Al-Er合金的理解,用于先进的材料开发.
科学领域:
- 材料科学 材料科学 材料科学
- 计算材料科学科学 计算材料科学
- 机械工程 机械工程
背景情况:
- 了解Al-Er合金的原子级机械性能至关重要.
- 现有的分子动力学 (MD) 模拟由于缺乏合适的原子间潜能而受到限制.
研究的目的:
- 为MD模拟开发可靠的Al-Er原子间潜力.
- 在原子尺度上研究Al-Er合金的机械稳定性和性能.
主要方法:
- 使用深潜力 (DP) 方法与高通量第一原则计算相结合.
- 执行DP模型预测和密度函数理论 (DFT) 结果之间的系统比较.
- 采用蒙特卡洛 (MC) 化优化来研究谷物边界 (GB) 分离.
主要成果:
- 为Al-Er合金开发了一个DP模型,精确度达到DFT级.
- 证实了Al3Er,Al2Er和AlEr2的机械稳定性.
- 观察到Er原子的GB度增加,随着Er含量增加和颗粒大小减少,提高了产量强度达2.214 GPa.
结论:
- 开发的DP潜力准确地预测了Al-Er合金的性能.
- 在GBs的Er原子分离增强了Al-Er合金的稳定性和机械强度.
- 为设计先进的纳米多晶Al-Er合金提供了理论基础.
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