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In this paper, we formulate a general time-inconsistent stochastic linear--quadratic (LQ) control problem. The time-inconsistency arises from the presence of a quadratic term of the expected state as well as a state-dependent term in the…

最优化与控制 · 数学 2011-11-04 Ying Hu , Hanqing Jin , Xun Yu Zhou

We report on a significant improvement of the classical time-delayed feedback control method for stabilization of unstable periodic orbits or steady states. In an electronic circuit experiment we were able to realize time-varying and…

混沌动力学 · 物理学 2012-02-03 Thomas Jüngling , Aleksandar Gjurchinovski , Viktor Urumov

The optimal control problem of stochastic systems is commonly solved via robust or scenario-based optimization methods, which are both challenging to scale to long optimization horizons. We cast the optimal control problem of a stochastic…

机器学习 · 计算机科学 2025-09-17 Etienne Buehrle , Christoph Stiller

One major objective of controlling classical chaotic dynamical systems is exploiting the system's extreme sensitivity to initial conditions in order to arrive at a predetermined target state. In a recent letter [Phys.~Rev.~Lett. 130, 020201…

量子物理 · 物理学 2023-09-06 Steven Tomsovic , Juan Diego Urbina , Klaus Richter

In this paper, we analyze classical and quantum physical systems from an optimal control perspective. Specifically, we explore whether their associated dynamics can correspond to an open or closed-loop feedback evolution of a control…

最优化与控制 · 数学 2020-06-12 Mauricio Contreras G. , Marcelo Villena

In control theory, a system which has output depending only on the present and past values of the input is said to be causal (or nonanticipative). Respectively, a system is acausal (or non-causal) if its output depends on future inputs as…

最优化与控制 · 数学 2026-01-13 Arzu Ahmadova , Agamirza E. Bashirov

The optimal control of problems that are constrained by partial differential equations with uncertainties and with uncertain controls is addressed. The Lagrangian that defines the problem is postulated in terms of stochastic functions, with…

最优化与控制 · 数学 2012-11-19 Eveline Rosseel , Garth N. Wells

In this paper, we proposed a new technique, {\em variance controlled stochastic gradient} (VCSG), to improve the performance of the stochastic variance reduced gradient (SVRG) algorithm. To avoid over-reducing the variance of gradient by…

机器学习 · 计算机科学 2021-02-22 Jia Bi , Steve R. Gunn

The Linear Quadratic Gaussian (LQG) problem is a classic and widely studied model in optimal control, providing a fundamental framework for designing controllers for linear systems subject to process and observation noises. In recent years,…

最优化与控制 · 数学 2026-03-17 Haoran Li , Xun Li , Yuan-Hua Ni , Xuebo Zhang

This paper is concerned with a stochastic linear quadratic (LQ, for short) control problem with a recursive cost functional in an infinite horizon. A main difficult is well-posedness of the BSDE in $L^1$ and in infinite horizon. A notion of…

最优化与控制 · 数学 2026-05-07 Lin Li , Jiongmin Yong

This paper investigates a class of unified stochastic linear quadratic Gaussian (LQG) social optima problems involving a large number of weakly-coupled interactive agents under a {generalized} setting. For each individual agent, the control…

最优化与控制 · 数学 2020-05-15 Zhenghong Qiu , Jianhui Huang , Tinghan Xie

The linear quadratic Gaussian (LQG) control problem for the linear wave equation on the unit circle with fully distributed actuation and partial state measurements is considered. An analytical solution to a spatial discretization of the…

最优化与控制 · 数学 2025-09-18 Addie McCurdy , Emily Jensen

The standard linear quadratic Gaussian (LQG) framework assumes a Brownian noise process and relies on classical stochastic calculus tools, such as those based on It\^o calculus. In this paper, we solve a generalized linear quadratic optimal…

系统与控制 · 电气工程与系统科学 2026-02-11 Mostafa M. Shibl , Sharan Srinivasan , Harsha Honnappa , Vijay Gupta

This paper is concerned with a backward stochastic linear-quadratic (LQ, for short) optimal control problem with deterministic coefficients. The weighting matrices are allowed to be indefinite, and cross-product terms in the control and…

最优化与控制 · 数学 2021-04-13 Jingrui Sun , Zhen Wu , Jie Xiong

We develop a statistical model of microscopic stochastic deviation from classical mechanics based on a stochastic processes with a transition probability that is assumed to be given by an exponential distribution of infinitesimal stationary…

量子物理 · 物理学 2013-12-13 Agung Budiyono

This paper studies a class of continuous-time scalar-state stochastic Linear-Quadratic (LQ) optimal control problem with the linear control constraints. Applying the state separation theorem induced from its special structure, we develop…

投资组合管理 · 定量金融 2018-06-12 Weiping Wu , Jianjun Gao , Junguo Lu , Xun Li

Reinforcement learning is a model-free optimal control method that optimizes a control policy through direct interaction with the environment. For reaching tasks that end in regulation, popular discrete-action methods are not well suited…

机器人学 · 计算机科学 2021-06-23 Wouter Caarls

We study communication over control systems, where a controller-encoder selects inputs to a dynamical system in order to simultaneously regulate the system and convey a message to an observer that has access to the system's output…

信息论 · 计算机科学 2025-09-23 Aharon Rips , Oron Sabag

Non-equilibrium dynamics of the Ising model is a classical stochastic process whereas quantum mechanics has no stochastic elements in the classical sense. Nevertheless, it has been known that there exists a close formal relationship between…

量子物理 · 物理学 2015-09-30 Hidetosni Nishimori

Variational quantum algorithms, which have risen to prominence in the noisy intermediate-scale quantum setting, require the implementation of a stochastic optimizer on classical hardware. To date, most research has employed algorithms based…

量子物理 · 物理学 2023-03-22 Matt Menickelly , Yunsoo Ha , Matthew Otten