利用多轨道系统半正定性施加的稀疏建模方法进行稳健的解析续航

Yuichi Motoyama, Hiroshi Shinaoka, Junya Otsuki, Kazuyoshi Yoshimi
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引用次数: 0

摘要

从虚时格林函数到谱函数的解析延续(AC)是量子多体系统动态特性数值分析的关键。然而,这一过程面临着一个基本挑战:这是一个求解困难的问题,会导致不稳定的频谱与格林函数中的噪声对抗。这种不稳定性在具有自旋轨道间杂化的多轨道系统中更为复杂,在这种系统中,非对角格林函数会产生一个具有非对角元素的谱矩阵,这就需要矩阵的半正定性来满足因果关系。我们提出了一种先进的交流方法,利用稀疏建模来处理多轨道系统,这种方法既能减少噪声影响,又能确保矩阵的半正定性。我们通过与传统稀疏建模方法的对比,证明了这种方法的有效性,重点是处理具有非对角元素的格林函数,从而证明我们提出的方法具有更高的稳定性和精确性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Robust analytic continuation using sparse modeling approach imposed by semi-positive definiteness for multi-orbital systems
Analytic continuation (AC) from imaginary-time Green's function to spectral function is essential in the numerical analysis of dynamical properties in quantum many-body systems. However, this process faces a fundamental challenge: it is an ill-posed problem, leading to unstable spectra against the noise in the Green's function. This instability is further complicated in multi-orbital systems with hybridization between spin-orbitals, where off-diagonal Green's functions yield a spectral matrix with off-diagonal elements, necessitating the matrix's semi-positive definiteness to satisfy the causality. We propose an advanced AC method using sparse modeling for multi-orbital systems, which reduces the effect of noise and ensures the matrix's semi-positive definiteness. We demonstrate the effectiveness of this approach by contrasting it with the conventional sparse modeling method, focusing on handling Green's functions with off-diagonal elements, thereby demonstrating our proposed method's enhanced stability and precision.
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