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引用次数: 0
摘要
我们提出了一种高效的灵敏度分析方法,适用于多种彩色噪声驱动的相互作用粒子系统(IPS)。我们的方法基于无扰动模拟,大大扩展了 Szamel [Europhys. Lett. 117, 50010 (2017)0295-507510.1209/0295-5075/117/50010]提出的马利亚文权重采样法,用于评估敏感性,如简单奥恩斯坦-乌伦贝克过程驱动的 IPS 的线性响应函数。我们的研究表明,灵敏度指数不仅取决于表征噪声方差和相关时间的两个有效参数,还取决于噪声频谱。对于谐波势中的单粒子,我们获得了两种线性响应函数的精确解析公式。通过将我们的方法应用于通过斥力屏蔽库仑势相互作用的多粒子系统,我们计算了系统的流动性和有效温度。我们的结果表明,系统动力学以一种非微妙的方式依赖于噪声频谱。
Sensitivity analysis of colored-noise-driven interacting particle systems.
We propose an efficient sensitivity analysis method for a wide class of colored-noise-driven interacting particle systems (IPSs). Our method is based on unperturbed simulations and significantly extends the Malliavin weight sampling method proposed by Szamel [Europhys. Lett. 117, 50010 (2017)0295-507510.1209/0295-5075/117/50010] for evaluating sensitivities such as linear response functions of IPSs driven by simple Ornstein-Uhlenbeck processes. We show that the sensitivity index depends not only on two effective parameters that characterize the variance and correlation time of the noise, but also on the noise spectrum. In the case of a single particle in a harmonic potential, we obtain exact analytical formulas for two types of linear response functions. By applying our method to a system of many particles interacting via a repulsive screened Coulomb potential, we compute the mobility and effective temperature of the system. Our results show that the system dynamics depend, in a nontrivial way, on the noise spectrum.
期刊介绍:
Physical Review E (PRE), broad and interdisciplinary in scope, focuses on collective phenomena of many-body systems, with statistical physics and nonlinear dynamics as the central themes of the journal. Physical Review E publishes recent developments in biological and soft matter physics including granular materials, colloids, complex fluids, liquid crystals, and polymers. The journal covers fluid dynamics and plasma physics and includes sections on computational and interdisciplinary physics, for example, complex networks.