向线性缩放辅助场 量子蒙特卡洛与局部自然轨道
Jo S Kurian1, Hong-Zhou Ye2, Ankit Mahajan1,2
1Department of Chemistry, University of Colorado, Boulder, Colorado 80302, United States.
Journal of chemical theory and computation
|December 19, 2023
概括
我们开发了一种新的方法,局部自然轨道辅助场量子蒙特卡洛 (LNO-AFQMC),用于更快的量子化学计算. 这种方法实现了线性缩放,大大降低了复杂分子系统的计算成本.
科学领域:
- 计算化学是一种计算化学.
- 量子力学就是量子力学.
- 材料科学是一种材料科学.
背景情况:
- 辅助场量子蒙特卡罗 (AFQMC) 是一种用于电子结构计算的强大方法.
- 传统的AFQMC方法面临着对更大的系统进行计算扩展的挑战.
- 开发高效和可扩展的量子化学方法对于推动科学发现至关重要.
研究的目的:
- 开发AFQMC的线性缩放变体.
- 为了降低电子结构计算的计算成本.
- 为了实现更大,更复杂的分子系统的准确计算.
主要方法:
- 在AFQMC框架中引入局部自然轨道 (LNO).
- 对每个局部占用轨道进行独立的AFQMC计算.
- 在每个计算中使用一组截止的定制轨道.
主要成果:
- 拟议的LNO-AFQMC方法表现出与系统大小的线性扩展.
- 对于数百到数千个轨道的分子问题,证明了显著的成本降低.
- 与总能量相比,观察到能量差异的更快的收.
- 即使在小型系统中,LNO-AFQMC也被证明比正规AFQMC更具成本效益.
结论:
- LNO-AFQMC为量子化学提供了一种计算效率高的方法.
- 该方法非常适合化学和材料科学应用,因为能量的差异快速趋同.
- 这项工作使得强相关系系统的线性缩放AFQMC计算成为可能,这可能会从一开始改变量子化学.
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