对元素混合性和合金设计的图形理论方法
Andrew Martin1, Kien Nguyen2, Sebastian Zaatini1
1Department of Materials Science & Engineering, North Carolina State University, Raleigh, North Carolina, USA.
Advanced science (Weinheim, Baden-Wurttemberg, Germany)
|December 20, 2025
概括
在数以百万计的组合中,发现新材料是很困难的. 图形理论有助于预测元素的可混合性,以获得更好的合金设计和材料性能.
科学领域:
- 材料科学 材料科学 材料科学
- 计算化学计算化学
- 网络科学 网络科学
背景情况:
- 数以百万计的元素组合给发现新材料带来了挑战.
- 稳定的混合物对于合金设计和增强材料性能至关重要.
- 热力学相互作用显著影响材料特性.
研究的目的:
- 应用图形理论来绘制元素之间的热力学关系.
- 识别可能混合的元素对及其相关元素.
- 定义和量化元素在周期表中的混合性.
主要方法:
- 利用图形理论来表示元素之间的热力学参数.
- 应用了接近中心性和利普希茨-霍尔德指数来定义混合性.
- 将基于图表的预测与CALPHAD和Miedema的模型进行比较.
主要成果:
- 识别了超和低中心度的集群,表明具有高和低可溶性.
- 成功地绘制了元素关系,并预测了有利的混合物.
- 验证了基于图形的方法与已建立的模型相比.
结论:
- 图形理论为理解元素混合性提供了一个强大的框架.
- 该方法可适应机器学习,在极端条件下实现预测.
- 这种方法为加速材料发现提供了一条新的途径.
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