在高合金中基于原子相互作用预测相位形成
Md Tohidul Islam1, Stephen A Giles2, Debasis Sengupta2
1Department of Materials Design and Innovation, University at Buffalo, Buffalo, New York 14260, United States.
ACS omega
|June 23, 2025
概括
在高合金 (HEAs) 中预测相位是具有挑战性的. 这项研究使用了来自DFT计算的原子相互作用特征,为HEAs的相位预测提供了一种新的,可解释的方法.
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
- 合金设计设计 合金设计
背景情况:
- 高合金 (HEAs) 具有特殊的机械性能,对于先进的应用至关重要.
- 合金的性能严重依赖于其相位组成,因此相位预测至关重要.
- 高温电流的庞大组成空间使传统的相位预测方法变得复杂.
研究的目的:
- 开发一种新的,可解释的模型,用于预测高合金中的相位形成.
- 探索DFT计算的原子相互作用特征用于相位预测的实用性.
- 提供有关原子尺度因素的见解,这些因素决定了单相固体溶液 (SS) 与多相微观结构的对比.
主要方法:
- 利用密度函数理论 (DFT) 来计算构成元素之间的对交互.
- 来自DFT计算的债券和结构信息的衍生特征.
- 基于这些原子相互作用特征开发了一个预测模型.
主要成果:
- 实现了与HEA阶段形成的现有数据驱动模型可比的预测准确性.
- 与传统方法相比,开发的模型显示了更好的解释性.
- 对特征贡献的分析揭示了影响相位稳定的关键原子相互作用.
结论:
- 来自DFT的原子相互作用特征为HEA阶段预测提供了强大的和可解释的基础.
- 这种方法为了解复杂合金中的相稳定性提供了新的视角.
- 这些发现有助于更合理地设计具有所需微观结构和特性的高温电池.
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