欠阻尼系统的优化控制:分析方法

IF 1.3 3区 物理与天体物理 Q3 PHYSICS, MATHEMATICAL Journal of Statistical Physics Pub Date : 2024-09-17 DOI:10.1007/s10955-024-03320-w
Julia Sanders, Marco Baldovin, Paolo Muratore-Ginanneschi
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引用次数: 0

摘要

最优控制理论涉及在指定的初始状态和最终状态之间找到引导系统的协议,从而使依赖于轨迹的成本函数最小化。最优控制在随机系统中的应用是一个开放而富有挑战性的研究前沿,其应用范围从随机热力学到生物物理学和数据科学。其中,纳米级电子元件的设计激发了对欠阻尼动力学的研究,导致了实际和概念上的困难。在这项工作中,我们开发了分析技术,以最小的热力学成本确定随机欠阻尼动力学的有限时间转换转向协议。作为成本函数,我们考虑了两个典型的热力学指标。第一个是受控过程的概率度量与参考过程的概率度量之间的库尔贝-莱布勒发散。相应的优化问题是薛定谔扩散问题的欠阻尼版本,该问题已在过阻尼机制中得到广泛研究。第二个问题是过渡期间的平均熵产生,与现代随机热力学第二定律相对应。对于高斯状态之间的转换,我们证明最优协议满足 Lyapunov 方程,这是动态系统稳定性分析的核心工具。对于一般麦克斯韦-玻尔兹曼分布所描述的状态之间的转换,我们引入了围绕过阻尼极限的无穷维版本的波恩卡莱-林德施泰特多尺度扰动理论。这一技术从根本上改进了标准多尺度扩展。动量累积量随时间的变化是欠阻尼动力学的一个显著特征,而且可以直接用于实验观测。我们的研究结果使我们能够对膨胀和压缩过程中的成本不对称性进行数值研究,并对纳米尺度兰道尔擦除问题中最优协议的惯性修正进行预测。
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Optimal Control of Underdamped Systems: An Analytic Approach

Optimal control theory deals with finding protocols to steer a system between assigned initial and final states, such that a trajectory-dependent cost function is minimized. The application of optimal control to stochastic systems is an open and challenging research frontier, with a spectrum of applications ranging from stochastic thermodynamics to biophysics and data science. Among these, the design of nanoscale electronic components motivates the study of underdamped dynamics, leading to practical and conceptual difficulties. In this work, we develop analytic techniques to determine protocols steering finite time transitions at a minimum thermodynamic cost for stochastic underdamped dynamics. As cost functions, we consider two paradigmatic thermodynamic indicators. The first is the Kullback–Leibler divergence between the probability measure of the controlled process and that of a reference process. The corresponding optimization problem is the underdamped version of the Schrödinger diffusion problem that has been widely studied in the overdamped regime. The second is the mean entropy production during the transition, corresponding to the second law of modern stochastic thermodynamics. For transitions between Gaussian states, we show that optimal protocols satisfy a Lyapunov equation, a central tool in stability analysis of dynamical systems. For transitions between states described by general Maxwell-Boltzmann distributions, we introduce an infinite-dimensional version of the Poincaré-Lindstedt multiscale perturbation theory around the overdamped limit. This technique fundamentally improves the standard multiscale expansion. Indeed, it enables the explicit computation of momentum cumulants, whose variation in time is a distinctive trait of underdamped dynamics and is directly accessible to experimental observation. Our results allow us to numerically study cost asymmetries in expansion and compression processes and make predictions for inertial corrections to optimal protocols in the Landauer erasure problem at the nanoscale.

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来源期刊
Journal of Statistical Physics
Journal of Statistical Physics 物理-物理:数学物理
CiteScore
3.10
自引率
12.50%
发文量
152
审稿时长
3-6 weeks
期刊介绍: The Journal of Statistical Physics publishes original and invited review papers in all areas of statistical physics as well as in related fields concerned with collective phenomena in physical systems.
期刊最新文献
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