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In this paper, we present a control framework for a general class of control-affine nonlinear systems under spatiotemporal and input constraints. Specifically, the proposed control architecture addresses the problem of reaching a given…

系统与控制 · 计算机科学 2021-06-11 Kunal Garg , Ehsan Arabi , Dimitra Panagou

We propose to solve inverse problems involving the temporal evolution of physics systems by leveraging recent advances from diffusion models. Our method moves the system's current state backward in time step by step by combining an…

机器学习 · 计算机科学 2023-12-06 Benjamin J. Holzschuh , Simona Vegetti , Nils Thuerey

As a highly expressive generative model, diffusion models have demonstrated exceptional success across various domains, including image generation, natural language processing, and combinatorial optimization. However, as data distributions…

机器学习 · 计算机科学 2025-10-27 Myunsoo Kim , Donghyeon Ki , Seong-Woong Shim , Byung-Jun Lee

We propose a model predictive control (MPC) scheme with sampled-data input which ensures output-reference tracking within prescribed error bounds for relative-degree-one systems. Hereby, we explicitly deduce bounds on the required maximal…

最优化与控制 · 数学 2024-03-28 Dario Dennstädt , Lukas Lanza , Karl Worthmann

This paper is concerned with identification of a spatial source function from final time observation in a bi-parabolic equation, where the full source function is assumed to be a product of time dependent and a space dependent function. Due…

偏微分方程分析 · 数学 2023-05-03 Subhankar Mondal , M. Thamban Nair

This paper addresses the problem of exponential practical stabilization of linear time-invariant systems with disturbances using event-triggered control and bounded communication bit rate. We consider both the case of instantaneous…

系统与控制 · 计算机科学 2015-10-16 Pavankumar Tallapragada , Jorge Cortes

We stabilize a prescribed cycle or an equilibrium of the difference equation using pulsed stochastic control. Our technique, inspired by the Kolmogorov's Law of Large Numbers, activates a stabilizing effect of stochastic perturbation and…

动力系统 · 数学 2020-12-22 Elena Braverman , Conall Kelly , Alexandra Rodkina

Time irreversibility, defined as the lack of invariance of the statistical properties of a system or time series under the operation of time reversal, has received an increasing attention during the last decades, thanks to the information…

数据分析、统计与概率 · 物理学 2021-11-03 Massimiliano Zanin

Trajectory optimization under uncertainty underpins a wide range of applications in robotics. However, existing methods are limited in terms of reasoning about sources of epistemic and aleatoric uncertainty, space and time correlations,…

机器人学 · 计算机科学 2023-09-28 Thomas Lew , Riccardo Bonalli , Marco Pavone

This paper presents a cooperative guidance strategy for the simultaneous interception of a constant-velocity, non-maneuvering target, addressing the realistic scenario where only a subset of interceptors are equipped with onboard seekers.…

系统与控制 · 电气工程与系统科学 2025-09-19 Lohitvel Gopikannan , Shashi Ranjan Kumar , Abhinav Sinha

This paper is devoted to the development of adaptive control schemes for uncertain discrete-time systems, which guarantee robust, global, exponential convergence to the desired equilibrium point of the system. The proposed control scheme…

最优化与控制 · 数学 2015-09-02 Iasson Karafyllis , Maria Kontorinaki , Markos Papageorgiou

Off-policy learning ability is an important feature of reinforcement learning (RL) for practical applications. However, even one of the most elementary RL algorithms, temporal-difference (TD) learning, is known to suffer form divergence…

机器学习 · 计算机科学 2025-04-21 Han-Dong Lim , Donghwan Lee

This paper study the parameter selection of predefined-time sliding mode and try to design a general nonsingular predefined-time terminal sliding mode. 1). On parameter selection: Some existing predefined-time sliding modes are designed to…

最优化与控制 · 数学 2020-10-07 Wen Yan

Reducing cycle time is a recurrent concern in the field of business process management. Depending on the process, various interventions may be triggered to reduce the cycle time of a case, for example, using a faster shipping service in an…

机器学习 · 计算机科学 2021-09-16 Zahra Dasht Bozorgi , Irene Teinemaa , Marlon Dumas , Marcello La Rosa , Artem Polyvyanyy

This work develops a unified nonlinear estimation-guidance-control framework for cooperative simultaneous interception of a stationary target under a heterogeneous sensing topology, where sensing capabilities are non-uniform across…

系统与控制 · 电气工程与系统科学 2026-01-13 Lohitvel Gopikannan , Shashi Ranjan Kumar , Abhinav Sinha

This paper presents a finite-time heterogeneous cyclic pursuit scheme that ensures consensus among agents modelled as integrators. It is shown that for the proposed sliding mode control, even when the gains corresponding to each agent are…

系统与控制 · 计算机科学 2018-11-29 Dwaipayan Mukherjee , Shashi Ranjan Kumar

Existing asynchronous distributed optimization algorithms often use diminishing step-sizes that cause slow practical convergence, or use fixed step-sizes that depend on and decrease with an upper bound of the delays. Not only are such delay…

最优化与控制 · 数学 2024-11-08 Xuyang Wu , Changxin Liu , Sindri Magnusson , Mikael Johansson

Backtracking line search is foundational in numerical optimization. The basic idea is to adjust the step-size of an algorithm by a constant factor until some chosen criterion (e.g. Armijo, Descent Lemma) is satisfied. We propose a novel way…

最优化与控制 · 数学 2025-05-28 Joao V. Cavalcanti , Laurent Lessard , Ashia C. Wilson

This paper addresses the robustness of a prescribed-time observer for a class of nonlinear systems in the presence of disturbances and unmodeled dynamics. It is proven and demonstrated through simulations that the proposed observer…

系统与控制 · 电气工程与系统科学 2026-05-13 Abedou Abdelhadi , Mameche Omar

We study output reference tracking for unknown continuous-time systems with arbitrary relative degree. The control objective is to keep the tracking error within predefined time-varying bounds while measurement data is only available at…

最优化与控制 · 数学 2023-12-15 Philipp Schmitz , Lukas Lanza , Karl Worthmann