Ab Initio晶体结构预测能量材料LLM-105,RDX和HMX的能量结构
Dana O'Connor1, Imanuel Bier1, Rithwik Tom2
1Department of Materials Science and Engineering, Carnegie Mellon University, Pittsburgh, Pennsylvania 15213, United States.
Crystal growth & design
|January 4, 2024
概括
晶体结构预测成功地为LLM-105和HMX等高能材料生成了实验结构. 这种计算方法显示出开发新的,更安全的能量材料的前景.
科学领域:
- 计算化学是一种计算化学.
- 材料科学是一种材料科学.
- 晶体学 晶体学是指结晶学.
背景情况:
- 能量材料 (EMs) 经常表现出多态性,使其研究和应用复杂化.
- 准确预测晶体结构对于理解和设计电磁波来说至关重要.
研究的目的:
- 评估GAtor遗传算法 (GA) 代码和Genarris随机结构生成器用于能量材料的晶体结构预测 (CSP) 的有效性.
- 评估分散包括密度函数理论 (DFT) 方法在预测EM结构的稳定性排名中的性能.
- 探索CSP作为能源材料开发管道中的工具的潜力.
主要方法:
- 使用了GAtor遗传算法 (GA) 代码及其对称交叉方案和Genarris随机结构生成器.
- 对LLM-105,α-RDX以及HMX的α和β多态进行了CSP.
- 采用各种包括分散的DFT方法来对生成结构的稳定性进行排名.
主要成果:
- 杰纳里斯和GAtor成功地复制了所有目标能量材料的实验晶体结构.
- 在GAtor中的对称交叉方案在生成精确结构方面被证明是有效的.
- 对于LLM-105和α-RDX,实验结构被所有测试的DFT方法认为是最稳定的.
- 与实验发现相反,α-HMX多态始终被预测比β-HMX更稳定.
- 为LLM-105.5生成了一个假定的低灵敏度分层结构.
- 观察到结构排名对DFT功能和分散方法的敏感性.
结论:
- CSP,特别是使用GAtor,是研究高能材料的多态性的一个有价值的工具.
- 该方法显示了将其整合到能源材料开发管道中的潜力.
- 在HMX多态稳定性预测中的差异可能源于DFT方法的限制或未考虑的动力效应.
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