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We consider a class of stochastic optimal control problems with partial observation, and study their approximation by discrete-time control problems. We establish a convergence result by using weak convergence technique of Kushner and…

最优化与控制 · 数学 2023-05-22 Yunzhang Li , Xiaolu Tan , Shanjian Tang

Extended Dynamic Mode Decomposition (EDMD) is a data-driven tool for forecasting and model reduction of dynamics, which has been extensively taken up in the physical sciences. While the method is conceptually simple, in deterministic chaos…

数值分析 · 数学 2024-10-18 Caroline L. Wormell

In this paper, we present a novel learning-based shared control framework. This framework deploys first-order Dynamical Systems (DS) as motion generators providing the desired reference motion, and a Variable Stiffness Dynamical Systems…

机器人学 · 计算机科学 2023-07-20 Haotian Xue , Youssef Michel , Dongheui Lee

This paper develops the high-order entropy stable (ES) finite difference schemes for multi-dimensional compressible Euler equations with the van der Waals equation of state (EOS) on adaptive moving meshes. Semi-discrete schemes are first…

数值分析 · 数学 2024-07-09 Shangting Li , Huazhong Tang

Optimization algorithms can be interpreted through the lens of dynamical systems as the interconnection of linear systems and a set of subgradient nonlinearities. This dynamical systems formulation allows for the analysis and synthesis of…

最优化与控制 · 数学 2026-03-27 Jared Miller , Carsten Scherer , Fabian Jakob , Andrea Iannelli

Many physical phenomena, governed by partial differential equations (PDEs), are second order in nature. This makes sense to pose the control on the second order derivatives of the field solution, in addition to zero and first order ones, to…

最优化与控制 · 数学 2010-10-11 Rouhollah Tavakoli

In the first part of the paper, we consider a discrete-time stochastic control system. We show that, under certain conditions, the set of random occupational measures generated by the state-control trajectories of the system as well as the…

最优化与控制 · 数学 2022-12-21 Lucas Gamertsfelder

This paper develops a primal-dual dynamical system where the coefficients are designed in closed-loop way for solving a convex optimization problem with linear equality constraints. We first introduce a ``second-order primal" +…

最优化与控制 · 数学 2026-03-03 Huan Zhang , Xiangkai Sun , Shengjie Li , Kok Lay Teo

Shifting away from the traditional mass production approach, the process industry is moving towards more agile, cost-effective and dynamic process operation (next-generation smart plants). This warrants the development of control systems…

系统与控制 · 电气工程与系统科学 2022-05-10 Lai Wei , Ryan McCloy , Jie Bao

In this paper we study how high-gain anti-windup schemes can be used to implement projected dynamical systems in control loops that are subject to saturation on a (possibly unknown) set of admissible inputs. This insight is especially…

最优化与控制 · 数学 2020-03-03 Adrian Hauswirth , Florian Dörfler , Andrew Teel

We introduce a modeling framework for manipulation planning based on the formulation of the dynamics as a projected dynamical system. This method uses implicit signed distance functions and their gradients to formulate an equivalent…

最优化与控制 · 数学 2025-01-22 Anton Pozharskiy , Armin Nurkanović , Moritz Diehl

Equations governing the nonlinear dynamics of complex systems are usually unknown and indirect methods are used to reconstruct their manifolds. In turn, they depend on embedding parameters requiring other methods and long temporal sequences…

混沌动力学 · 物理学 2020-06-24 Valeria d'Andrea , Manlio De Domenico

In this paper, we study a new variant of Moreau's sweeping process with velocity constraint. Based on an adapted version of Moreau's catching-up algorithm, we show the well-posedness (in the sense existence and uniqueness) of this problem…

最优化与控制 · 数学 2018-05-14 Samir Adly , Tahar Haddad

We analyze a semi-explicit time discretization scheme of first order for poro\-elasticity with nonlinear permeability provided that the elasticity model and the flow equation are only weakly coupled. The approach leads to a decoupling of…

数值分析 · 数学 2021-09-30 Robert Altmann , Roland Maier

We consider the numerical approximation of acoustic wave propagation problems by mixed BDM(k+1)-P(k) finite elements on unstructured meshes. Optimal convergence of the discrete velocity and super-convergence of the pressure by one order are…

数值分析 · 数学 2019-05-27 Herbert Egger , Bogdan Radu

First order optimization algorithms play a major role in large scale machine learning. A new class of methods, called adaptive algorithms, were recently introduced to adjust iteratively the learning rate for each coordinate. Despite great…

机器学习 · 计算机科学 2019-10-01 André Belotto da Silva , Maxime Gazeau

We present an extension of optimal mode decomposition (OMD) for autonomous systems to systems with controls. The extension is developed along the same lines as the extension of dynamic mode decomposition (DMD) to DMD with control (DMDc).…

最优化与控制 · 数学 2025-04-14 Lucas Mieg , Martin Mönnigmann

In a previous paper, an implementable algorithm was introduced to compute discrete solutions of sweeping processes (i.e. specific first order differential inclusions). The convergence of this numerical scheme was proved thanks to…

数值分析 · 数学 2014-03-31 Frederic Bernicot , Juliette Venel

In present paper we discuss the control of complex spatio-temporal dynamics in a {spatially extended} non-linear system (fluid model of Pierce diode) based on the concepts of controlling chaos in the systems with few degrees of freedom. A…

等离子体物理 · 物理学 2007-05-23 Alexander Hramov , Alexey koronovskii , Irene Rempen

This paper extends the Finite Elements with Switch Detection (FESD) method [Nurkanovi\'c et al., 2022] to optimal control problems with nonsmooth systems involving set-valued step functions. Logical relations and common nonsmooth functions…

最优化与控制 · 数学 2023-08-15 Armin Nurkanović , Jonathan Frey , Anton Pozharskiy , Moritz Diehl