为智能无形合金设计构建材料网络表示
Shiyun Zhang1, Jiachuan Tian2, Songling Liu1
1Songshan Lake Materials Laboratory, Dongguan 523808, China.
National science review
|November 3, 2025
概括
材料网络通过揭示隐藏的候选物和预测新设计,加速无形合金的发现. 这种方法克服了传统的局限性,为高效的复杂合金开发铺平了道路.
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:
- 设计高性能无形合金是具有挑战性的,因为它依赖于经验方法和广泛的试错.
- 传统的合金发现是低效和昂贵的,限制了对广材料空间的探索.
研究的目的:
- 引入材料网络作为一种新的方法,以加速发现二进制和三进制无形合金.
- 证明材料网络在识别新合金组合物的预测能力.
主要方法:
- 基于无形合金的历史合成数据构建动态材料网络.
- 对网络拓学的分析,以发现以前未被识别的材料候选.
- 材料网络结构与现实世界网络的比较.
主要成果:
- 材料网络成功地揭示了传统数据表示所遗漏的隐藏材料候选.
- 动态网络捕捉了合金发现的历史,并展示了新合金设计的预测能力.
- 鉴定到的物质网络与各种现实世界网络具有结构上的相似性.
结论:
- 材料网络为加速无形合金发现提供了强大而有效的策略.
- 这种方法为智能材料设计提供了一个新的范式,特别是复杂的合金系统.
- 这些发现表明了数据驱动材料科学的未来研究有前途的方向.
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