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A key ingredient to achieving intelligent behavior is physical understanding that equips robots with the ability to reason about the effects of their actions in a dynamic environment. Several methods have been proposed to learn dynamics…

机器人学 · 计算机科学 2020-01-24 David Millard , Eric Heiden , Shubham Agrawal , Gaurav S. Sukhatme

We present a real-time-capable set-based framework for closed-loop predictive control of autonomous systems using tools from computational geometry, dynamic programming, and convex optimization. The control architecture relies on the…

最优化与控制 · 数学 2025-12-09 Abhinav G. Kamath , Abraham P. Vinod , Purnanand Elango , Stefano Di Cairano , Avishai Weiss

In this paper, we propose several set-point control schemes for achieving finite-time regulation in a class of Euler--Lagrange systems with $n$ degrees of freedom and uncertain potential energy. The proposed controllers are based on…

最优化与控制 · 数学 2026-05-12 Emmanuel Cruz-Zavala , Jaime A. Moreno , Antonio Loría

We introduce a new closed-loop architecture for the online solution of approximate optimal control problems in the context of continuous-time systems. Specifically, we introduce the first algorithm that incorporates dynamic momentum in…

最优化与控制 · 数学 2022-04-28 Daniel E. Ochoa , Jorge I. Poveda

We consider cost minimising control problems, in which the dynamical system is constrained by higher order differential equations of Euler-Lagrange type. Following ideas from a previous paper by the first and the third author, we prove that…

最优化与控制 · 数学 2021-01-27 Franco Cardin , Cristina Giannotti , Andrea Spiro

In this paper, we present a framework for solving continuous optimal control problems when the true system dynamics are approximated through an imperfect model. We derive a control strategy by applying Pontryagin's Minimum Principle to the…

系统与控制 · 电气工程与系统科学 2026-03-31 Panagiotis Kounatidis , Andreas A. Malikopoulos

In this paper we define an infinite-dimensional controlled piecewise deterministic Markov process (PDMP) and we study an optimal control problem with finite time horizon and unbounded cost. This process is a coupling between a continuous…

概率论 · 数学 2016-07-20 Vincent Renault , Michèle Thieullen , Emmanuel Trélat

The paper addresses an optimal ensemble control problem for nonlocal continuity equations on the space of probability measures. We admit the general nonlinear cost functional, and an option to directly control the nonlocal terms of the…

最优化与控制 · 数学 2023-10-09 Roman Chertovskih , Nikolay Pogodaev , Maxim Staritsyn

Incorporating force bounds is crucial for realistic control implementations in physical systems. Here, we investigate the fastest possible synchronisation of a Li\'enard system to its limit cycle using a bounded external force. To tackle…

最优化与控制 · 数学 2025-12-29 C. Ríos-Monje , C. A. Plata , D. Guéry-Odelin , A. Prados

This paper develops a Pontryagin Differentiable Programming (PDP) methodology, which establishes a unified framework to solve a broad class of learning and control tasks. The PDP distinguishes from existing methods by two novel techniques:…

机器学习 · 计算机科学 2021-01-13 Wanxin Jin , Zhaoran Wang , Zhuoran Yang , Shaoshuai Mou

This paper presents a systematic topology optimization framework for designing a soft pneumatic gripper (SPG), explicitly considering the design-dependent nature of the actuating load. The load is modeled using Darcy's law with an added…

机器人学 · 计算机科学 2026-05-26 Prabhat Kumar , Chandra Prakash , Josh Pinskier , David Howard , Matthijs Langelaar

This paper develops a robust fixed time optimization framework for constrained problems that guarantees exact constraint satisfaction and convergence to KKT points within fixed time , independent of initial conditions. The approach treats…

最优化与控制 · 数学 2026-05-27 Baby Diana , Priyanka Singh , Shyam Kamal , Sandip Ghosh , Bijnan Bandyopadhyay

This paper studies equality-constrained minimization problems through the lens of feedback control. We introduce a unified control-theoretic framework by showing that a PID feedback law acting on the dual variable induces the PID…

最优化与控制 · 数学 2026-04-13 Veronica Centorrino , Rawan Hoteit , Efe C. Balta , John Lygeros

Model Predictive Control (MPC) is a well-established approach to solve infinite horizon optimal control problems. Since optimization over an infinite time horizon is generally infeasible, MPC determines a suboptimal feedback control by…

最优化与控制 · 数学 2022-10-26 Saskia Dietze , Martin A. Grepl

A recently proposed method for computer simulations in the isothermal-isobaric (NPT) ensemble, based on Langevin-type equations of motion for the particle coordinates and the ``piston'' degree of freedom, is re-derived by straightforward…

软凝聚态物质 · 物理学 2016-08-31 A. Kolb , B. Duenweg

In this paper we consider the problem of the optimal control of an ensemble of affine-control systems. After proving the well-posedness of the minimization problem under examination, we establish a $\Gamma$-convergence result that allows us…

最优化与控制 · 数学 2023-11-20 Alessandro Scagliotti

Humanoid robots have the potential capability to perform a diverse range of manipulation tasks, but this is based on a robust and precise standing controller. Existing methods are either ill-suited to precisely control high-dimensional…

机器人学 · 计算机科学 2025-08-04 Zhenghan Chen , Haocheng Xu , Haodong Zhang , Liang Zhang , He Li , Dongqi Wang , Jiyu Yu , Yifei Yang , Zhongxiang Zhou , Rong Xiong

We present a gradient-based optimal-control technique for open quantum systems that utilizes quantum trajectories to simulate the quantum dynamics during optimization. Using trajectories allows for optimizing open systems with less…

量子物理 · 物理学 2019-06-03 Mohamed Abdelhafez , David I. Schuster , Jens Koch

In this paper, we study an optimal control problem of a mean-field forward-backward stochastic system with random jumps in progressive structure, where both regular and singular controls are considered in our formula. In virtue of the…

最优化与控制 · 数学 2023-05-30 Tian Chen , Kai Du , Zongyuan Huang , Zhen Wu

The quantum control of spin-correlated radical pairs (SCRPs) holds promise for the targeted manipulation of magnetic field effects, with potential applications ranging from the design of noise-resilient quantum information processors to…

量子物理 · 物理学 2026-01-16 Farhan T. Chowdhury , Luke D. Smith , Daniel R. Kattnig