Dornheim Tobias, Invernizzi Michele, Vorberger Jan, Hirshberg Barak
Center for Advanced Systems Understanding (CASUS), D-02826 Görlitz, Germany.
Institute of Computational Sciences, Università Della Svizzera Italiana, 6900 Lugano, Switzerland.
J Chem Phys. 2020 Dec 21;153(23):234104. doi: 10.1063/5.0030760.
Accurate thermodynamic simulations of correlated fermions using path integral Monte Carlo (PIMC) methods are of paramount importance for many applications such as the description of ultracold atoms, electrons in quantum dots, and warm-dense matter. The main obstacle is the fermion sign problem (FSP), which leads to an exponential increase in computation time both with an increase in the system size and with a decrease in the temperature. Very recently, Hirshberg et al. [J. Chem. Phys. 152, 171102 (2020)] have proposed to alleviate the FSP based on the Bogoliubov inequality. In the present work, we extend this approach by adding a parameter that controls the perturbation, allowing for an extrapolation to the exact result. In this way, we can also use thermodynamic integration to obtain an improved estimate of the fermionic energy. As a test system, we choose electrons in 2D and 3D quantum dots and find in some cases a speed-up exceeding 10, as compared to standard PIMC, while retaining a relative accuracy of ∼0.1%. Our approach is quite general and can readily be adapted to other simulation methods.
使用路径积分蒙特卡罗(PIMC)方法对关联费米子进行精确的热力学模拟,对于许多应用至关重要,例如超冷原子的描述、量子点中的电子以及温稠密物质。主要障碍是费米子符号问题(FSP),它会导致计算时间随着系统尺寸的增加和温度的降低呈指数增长。最近,赫什伯格等人[《化学物理杂志》152, 171102 (2020)]提出基于博戈留波夫不等式来缓解FSP。在本工作中,我们通过添加一个控制微扰的参数来扩展此方法,从而能够外推到精确结果。通过这种方式,我们还可以使用热力学积分来获得费米子能量的改进估计。作为测试系统,我们选择二维和三维量子点中的电子,发现在某些情况下,与标准PIMC相比,加速超过10倍,同时保持约0.1%的相对精度。我们的方法非常通用,并且可以很容易地应用于其他模拟方法。