在实体空间中加速福克交换计算的塔克张量方法 广义的Kohn-Sham密度函数理论的有限元素分离
Vishal Subramanian1, Sambit Das2, Vikram Gavini1,2
1Department of Materials Science and Engineering, University of Michigan, Ann Arbor, Michigan 48109, United States.
Journal of chemical theory and computation
|April 25, 2024
概括
本研究引入了一个塔克张量方法,以显著加快密度函数理论中的福克交换计算. 该方法提高了复杂系统的计算效率和可扩展性.
科学领域:
- 计算化学是一种计算化学.
- 量子化学是一种量子化学.
- 材料科学是一种材料科学.
背景情况:
- 评估福克交换在混合密度函数理论 (DFT) 中是计算密集的.
- 这种瓶限制了系统改进的完整基础集的应用.
- 需要有效的方法来加快这些计算.
研究的目的:
- 开发和实施一个基于塔克张量的方法来加速福克交换评估.
- 为了获得计算收益,将3D卷积积分转换为1D张量积分.
- 在相关的化学系统上证明新方法的准确性和效率.
主要方法:
- 使用了一个塔克张量分解技术.
- 将三维卷积积分转换为一维卷积的张量积分.
- 实施了平行化策略,平衡内存和通信,重叠计算和通信.
主要成果:
- 在福克交换评估方面取得了实质性的加速.
- 证明了高精度和计算效率.
- 成功地将该方法应用于Pt集群和TiO2集群 (3684个电子).
结论:
- 塔克张量方法为福克交换计算提供了显著的加速.
- 平行化策略提高了计算效率和可扩展性.
- 这种方法使得使用混合功能实现更可行的大规模的DFT计算.
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