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There has recently been an increased interest in reinforcement learning for nonlinear control problems. However standard reinforcement learning algorithms can often struggle even on seemingly simple set-point control problems. This paper…

系统与控制 · 电气工程与系统科学 2023-04-21 Ruoqi Zhang , Per Mattsson , Torbjörn Wigren

This paper proposes a new robust data-driven control method for linear systems with bounded disturbances, where the system model and disturbances are unknown. Due to disturbances, accurately determining the true system becomes challenging…

系统与控制 · 电气工程与系统科学 2024-05-07 Kaijian Hu , Tao Liu

Improving robustness to uncertainty and rejection of external disturbances represents a significant challenge in aerial robotics. Nonlinear controllers based on Incremental Nonlinear Dynamic Inversion (INDI), known for their ability in…

机器人学 · 计算机科学 2025-01-14 Mohamad Hachem , Clément Roos , Thierry Miquel , Murat Bronz

To address non-linear disturbances and uncertainties in complex marine environments, this paper proposes a disturbance-resistant controller for deep-sea cranes. The controller integrates hierarchical sliding mode control, adaptive control,…

系统与控制 · 电气工程与系统科学 2025-09-10 Qian Zuo , Shujie Wu , Yuzhe Qian

Motion control of underwater robotic vehicles is a demanding task with great challenges imposed by external disturbances, model uncertainties and constraints of the operating workspace. Thus, robust motion control is still an open issue for…

机器人学 · 计算机科学 2019-09-04 Shahab Heshmati-alamdari , Alexandros Nikou , Dimos V. Dimarogonas

In this paper, disturbance reconstruction and robust trajectory tracking control of biped robots with hybrid dynamics in the port-Hamiltonian form is investigated. A new type of Hamiltonian function is introduced, which ensures the…

机器人学 · 计算机科学 2021-10-14 Yousef Farid , Fabio Ruggiero

The approximate nonlinear receding-horizon control law is used to treat the trajectory tracking control problem of rigid link robot manipulators. The derived nonlinear predictive law uses a quadratic performance index of the predicted…

机器人学 · 计算机科学 2007-05-23 R. Hedjar , P. Boucher

This paper studies distributed trajectory tracking for networks of nonholonomic mobile robots under adversarial information exchange. An exact global input--output feedback linearization scheme is developed to regulate planar position…

系统与控制 · 电气工程与系统科学 2026-05-12 Moh Kamalul Wafi , Ahmad Ataka , Yul Y. Nazaruddin , Bayu Jayawardhana

This paper proposes an approach to addresses the control challenges posed by a fault-induced uncertainty in both the dynamics and control input effectiveness of a class of hierarchical nonlinear systems in which the high-level dynamics is…

最优化与控制 · 数学 2021-08-10 Sina Ameli , Olugbenga Moses Anubi

Trajectory tracking control of autonomous trolley collection robots (ATCR) is an ambitious work due to the complex environment, serious noise and external disturbances. This work investigates a control scheme for ATCR subjecting to severe…

机器人学 · 计算机科学 2023-09-25 Rui-Dong Xi , Liang Lu , Xue Zhang , Xiao Xiao , Bingyi Xia , Jiankun Wang , Max Q. -H. Meng

We present three dynamic error feedback controllers for robust output regulation of regular linear systems. These controllers are (i) a minimal order robust controller for exponentially stable systems (ii) an observer-based robust…

最优化与控制 · 数学 2017-01-16 Lassi Paunonen

This paper introduces a novel framework integrating nonlinear acoustic computing and reinforcement learning to enhance advanced human-robot interaction under complex noise and reverberation. Leveraging physically informed wave equations…

机器人学 · 计算机科学 2025-05-07 Xiaoliang Chen , Xin Yu , Le Chang , Yunhe Huang , Jiashuai He , Shibo Zhang , Jin Li , Likai Lin , Ziyu Zeng , Xianling Tu , Shuyu Zhang

In this paper, based on real-time nonlinear receding horizon control methodology, a novel approach is developed for parameter estimation of time invariant and time varying nonlinear dynamical systems in chaotic environments. Here, the…

最优化与控制 · 数学 2016-11-21 Fei Sun , Kamran Turkoglu

This paper presents a robust control synthesis and analysis framework for nonlinear systems with uncertain initial conditions. First, a deep learning-based lifting approach is proposed to approximate nonlinear dynamical systems with linear…

系统与控制 · 电气工程与系统科学 2026-01-06 Sourav Sinha , Mazen Farhood

This paper addresses the problem of finite horizon constrained robust optimal control for nonlinear systems subject to norm-bounded disturbances. To this end, the underlying uncertain nonlinear system is decomposed based on a first-order…

最优化与控制 · 数学 2025-08-01 Antoine P. Leeman , Johannes Köhler , Andrea Zanelli , Samir Bennani , Melanie N. Zeilinger

This paper investigates the robust nonlinear close formation control problem. It aims to achieve precise position control at dynamic flight operation for a follower aircraft under the aerodynamic impact due to the trailing vortices…

系统与控制 · 计算机科学 2019-04-17 Qingrui Zhang , Hugh H. T. Liu

Robotic laparoscopic grasper is a surgical tool with minimal invasion. In this robot, achieve goals like precise tracking, stability and disturbance rejection are very important. In this paper, first the stages of modeling and simulating of…

系统与控制 · 电气工程与系统科学 2020-08-20 AA. Ghavifekr , MA Badamchizadeh , G Alizadeh , A Arjmandi

In this paper, a novel control strategy namely disturbance observer-based control is first applied to stabilization and disturbance rejection for an anti-stable stochastic heat equation with Neumann boundary actuation and unknown boundary…

最优化与控制 · 数学 2022-01-04 Ze-Hao Wu , Hua-Cheng Zhou , Feiqi Deng , Bao-Zhu Guo

We study robust output regulation for parabolic partial differential equations and other infinite-dimensional linear systems with analytic semigroups. As our main results we show that robust output tracking and disturbance rejection for our…

最优化与控制 · 数学 2021-04-19 Lassi Paunonen , Duy Phan

An approach to stabilization of control systems with ultimately wide ranges of uncertainly disturbed parameters is offered. The method relies on using of nonlinear structurally stable functions from catastrophe theory as controllers.…

最优化与控制 · 数学 2009-01-20 Viktor Ten