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Despite decades of research and recent progress in adaptive control and reinforcement learning, there remains a fundamental lack of understanding in designing controllers that provide robustness to inherent non-asymptotic uncertainties…

机器学习 · 计算机科学 2021-08-13 Benjamin Gravell , Tyler Summers

This paper describes the design of a robust controller for position control in systems with sandwiched backlash. The backlash, which is nonsmooth and nonlinear, is inevitable in the operation of many systems, but it can have destructive…

系统与控制 · 电气工程与系统科学 2023-07-13 Yoav Vered , Stephen J. Elliott

Model Predictive Control (MPC) is a common tool for the control of nonlinear, real-world systems, such as legged robots. However, solving MPC quickly enough to enable its use in real-time is often challenging. One common solution is given…

系统与控制 · 电气工程与系统科学 2024-09-20 Zachary Olkin , Aaron D. Ames

This paper presents a constraint-lifting control framework for designing stabilizing controllers that guarantee the forward invariance of a prescribed safe set. State-of-the-art safety-enforcing methods, such as control barrier functions…

最优化与控制 · 数学 2026-04-29 Jhon Manuel Portella Delgado , Ankit Goel

Biological and advanced cyberphysical control systems often have limited, sparse, uncertain, and distributed communication and computing in addition to sensing and actuation. Fortunately, the corresponding plants and performance…

系统与控制 · 电气工程与系统科学 2019-07-08 Yuh-Shyang Wang , Nikolai Matni , John C. Doyle

A PDE-based control concept is developed to deploy a multi-agent system into desired formation profiles. The dynamic model is based on a coupled linear, time-variant parabolic distributed parameter system. By means of a particular coupling…

系统与控制 · 电气工程与系统科学 2021-04-15 Gerhard Freudenthaler , Thomas Meurer

Modern engineering systems, such as autonomous vehicles, flexible robotics, and intelligent aerospace platforms, require controllers that are robust to uncertainties, adaptive to environmental changes, and safety-aware under real-time…

机器人学 · 计算机科学 2025-12-16 Patrick Kostelac , Xuerui Wang , Anahita Jamshidnejad

This paper presents a novel two-level control architecture for a fully autonomous vehicle in a deterministic environment, which can handle traffic rules as specifications and low-level vehicle control with real-time performance. At the top…

机器人学 · 计算机科学 2021-05-07 Erfan Aasi , Cristian Ioan Vasile , Calin Belta

Robust controllers that stabilize dynamical systems even under disturbances and noise are often formulated as solutions of nonsmooth, nonconvex optimization problems. While methods such as gradient sampling can handle the nonconvexity and…

最优化与控制 · 数学 2023-05-01 Steffen W. R. Werner , Michael L. Overton , Benjamin Peherstorfer

This chapter presents an approach to embed the input/state/output constraints in a unified manner into the trajectory design for differentially flat systems. To that purpose, we specialize the flat outputs (or the reference trajectories) as…

系统与控制 · 电气工程与系统科学 2020-11-12 Maria Bekcheva

This paper proposes a real-time model predictive control (MPC) scheme to execute multiple tasks using robots over a finite-time horizon. In industrial robotic applications, we must carefully consider multiple constraints for avoiding joint…

机器人学 · 计算机科学 2022-09-27 Jaemin Lee , Mingyo Seo , Andrew Bylard , Robert Sun , Luis Sentis

Complex mechanical systems such as vehicle powertrains are inherently subject to multiple nonlinearities and uncertainties arising from parametric variations. Modeling errors are therefore unavoidable, making the transfer of control systems…

系统与控制 · 电气工程与系统科学 2026-02-13 Heisei Yonezawa , Ansei Yonezawa , Itsuro Kajiwara

We present an algorithm for robust model predictive control with consideration of uncertainty and safety constraints. Our framework considers a nonlinear dynamical system subject to disturbances from an unknown but bounded uncertainty set.…

最优化与控制 · 数学 2021-04-23 Dongchan Lee , Konstantin Turitsyn , Jean-Jacques Slotine

Maintaining safety under adaptation has long been considered to be an important capability for autonomous systems. As these systems estimate and change the ego-model of the system dynamics, questions regarding how to develop safety…

机器人学 · 计算机科学 2021-09-08 Charles Noren , Weiye Zhao , Changliu Liu

Model Predictive Control (MPC) is a versatile approach capable of accommodating diverse control requirements that holds significant promise for a broad spectrum of industrial applications. Noteworthy challenges associated with MPC include…

系统与控制 · 电气工程与系统科学 2025-04-28 Ryuta Moriyasu , Sho Kawaguchi , Kenji Kashima

We propose a convex controller synthesis framework for a large class of constrained linear systems, including those described by (deterministic and stochastic) partial differential equations and integral equations, commonly used in fluid…

最优化与控制 · 数学 2025-06-24 Lauren Conger , Antoine P. Leeman , Franca Hoffmann

Magnetic levitation positioning technology has attracted considerable research efforts and dedicated attention due to its extremely attractive features. The technology offers high-precision, contactless, dust/lubricant-free, multi-axis, and…

系统与控制 · 电气工程与系统科学 2022-01-03 Jun Ma , Zilong Cheng , Haiyue Zhu , Xiaocong Li , Masayoshi Tomizuka , Tong Heng Lee

This paper presents a model-free, data-driven control synthesis method called dynamic mode adaptive control (DMAC) for systems whose mathematical models are unavailable or unsuitable for classical control design. The proposed approach…

系统与控制 · 电气工程与系统科学 2026-04-30 Parham Oveissi , Ankit Goel

In its quest for approaches to taming uncertainty in self-adaptive systems (SAS), the research community has largely focused on solutions that adapt the SAS architecture or behaviour in response to uncertainty. By comparison, solutions that…

软件工程 · 计算机科学 2024-02-02 Marc Carwehl , Calum Imrie , Thomas Vogel , Genaína Rodrigues , Radu Calinescu , Lars Grunske

In this paper, we propose a distributed model predictive control (DMPC) scheme for linear time-invariant constrained systems which admit a separable structure. To exploit the merits of distributed computation algorithms, the stabilizing…

最优化与控制 · 数学 2018-03-22 Georgios Darivianakis , Annika Eichler , John Lygeros