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First-order reinforcement learning with differentiable simulation is promising for quadrotor control, but practical progress remains fragmented across task-specific settings. To support more systematic development and evaluation, we present…

机器人学 · 计算机科学 2026-03-24 Fanxing Li , Fangyu Sun , Tianbao Zhang , Shuyu Wu , Dexin Zuo , yufei Yan , Wenxian Yu , Danping Zou

When the disturbance input matrix is nonlinear, existing disturbance observer design methods rely on the solvability of a partial differential equation or the existence of an output function with a uniformly well-defined disturbance…

系统与控制 · 电气工程与系统科学 2024-06-21 Yujie Wang , Xiangru Xu

This paper proposes a novel nonlinear sliding mode state feedback controller for perturbed second-order systems. In analogy to a linear proportional-derivative (PD) feedback control, the proposed nonlinear scheme uses the output of interest…

最优化与控制 · 数学 2025-03-25 Michael Ruderman , Denis Efimov

The idea of posing a command following or tracking control problem as an input reconstruction problem is explored in the paper. For a class of square MIMO systems with known dynamics, by pretending that reference commands are actual outputs…

系统与控制 · 计算机科学 2017-04-18 Roshan A. Chavan , Sujay D. Kadam , Abhijith Rajiv , Harish J. Palanthandalam-Madapusi

We tackle the problem of minimum-time flight for a quadrotor through a sequence of waypoints in the presence of obstacles while exploiting the full quadrotor dynamics. Early works relied on simplified dynamics or polynomial trajectory…

机器人学 · 计算机科学 2022-06-22 Robert Penicka , Yunlong Song , Elia Kaufmann , Davide Scaramuzza

This paper investigates the robust output regulation problem of second-order nonlinear uncertain systems with an unknown exosystem. Instead of the adaptive control approach, this paper resorts to a robust control methodology to solve the…

系统与控制 · 电气工程与系统科学 2025-05-29 Maobin Lu , Martin Guay , Telema Harry , Shimin Wang , Jordan Cooper

Control design for general nonlinear robotic systems with guaranteed stability and/or safety in the presence of model uncertainties is a challenging problem. Recent efforts attempt to learn a controller and a certificate (e.g., a Lyapunov…

系统与控制 · 电气工程与系统科学 2025-06-05 Vivek Sharma , Pan Zhao , Naira Hovakimyan

Humans are remarkably data-efficient when adapting to new unseen conditions, like driving a new car. In contrast, modern robotic control systems, like neural network policies trained using Reinforcement Learning (RL), are highly specialized…

机器人学 · 计算机科学 2026-04-07 Jonas Eschmann , Dario Albani , Giuseppe Loianno

We study a trajectory tracking problem for a multi-rotor in the presence of modeling error and external disturbances. The desired trajectory is unknown and generated from a reference system with unknown or partially known dynamics. We…

系统与控制 · 电气工程与系统科学 2020-04-29 C. J. Boss , V. Srivastava , H. K. Khalil

This paper is concerned with fault/disturbance compensation control for fully actuated systems. In particular, we explore observer-based control, incorporating an active compensation mechanism. First, we propose a novel observer with…

系统与控制 · 电气工程与系统科学 2026-03-09 Weijie Ren , Guang-Ren Duan , Ping Li , He Kong

This paper presents a novel design for finite-time position control of quadrotor Unmanned Aerial Vehicles (UAVs). A robust, finite-time, nonlinear feedback controller is introduced to reject bounded disturbances in tracking tasks. The…

系统与控制 · 电气工程与系统科学 2025-07-29 Ali M. Ali , Hashim A. Hashim , Awantha Jayasiri

Quadrotors are agile. Unlike most other machines, they can traverse extremely complex environments at high speeds. To date, only expert human pilots have been able to fully exploit their capabilities. Autonomous operation with on-board…

机器人学 · 计算机科学 2021-10-12 Antonio Loquercio , Elia Kaufmann , René Ranftl , Matthias Müller , Vladlen Koltun , Davide Scaramuzza

This paper proposes a cascaded control framework for quadrotor trajectory tracking with formal safety guarantees. First, we design a controller consisting of an outer-loop position model predictive control (MPC) and an inner-loop nonlinear…

系统与控制 · 电气工程与系统科学 2025-10-08 Ming Gao , Zhanglin Shangguan , Shuo Liu , Liang Wu , Bo Yang , Wei Xiao

This paper focuses on optimal mismatched disturbance rejection control for linear continuoustime uncontrollable systems. Different from previous studies, by introducing a new quadratic performance index to transform the mismatched…

最优化与控制 · 数学 2023-06-05 Shichao Lv , Hongdan Li , Kai Peng , Shihua Li , Huanshui Zhang

This paper addresses the problem of real-time vision-based autonomous obstacle avoidance in unstructured environments for quadrotor UAVs. We assume that our UAV is equipped with a forward facing stereo camera as the only sensor to perceive…

机器人学 · 计算机科学 2020-10-20 Shakeeb Ahmad , Rafael Fierro

In this paper, we present a method to control a quadrotor with a neural network trained using reinforcement learning techniques. With reinforcement learning, a common network can be trained to directly map state to actuator command making…

机器人学 · 计算机科学 2017-07-18 Jemin Hwangbo , Inkyu Sa , Roland Siegwart , Marco Hutter

This paper addresses the problem of designing a trajectory tracking control law for a quadrotor UAV, subsequent to complete failure of a single rotor. The control design problem considers the reduced state space which excludes the angular…

最优化与控制 · 数学 2017-04-04 Ashutosh Simha , Sharvaree Vadgama , Soumyendu Raha

This paper proposes a new Active Disturbance Rejection based robust trajectory tracking controller design method in state space. It can compensate not only matched but also mismatched disturbances. Robust state and control input references…

系统与控制 · 计算机科学 2019-03-15 Emre Sariyildiz , Rahim Mutlu , Chuanlin Zhang

This paper presents a round-trip strategy of multirotors subject to unknown flow disturbances. During the outbound flight, the vehicle immediately utilizes the wind disturbance estimations in feedback control, as an attempt to reduce the…

机器人学 · 计算机科学 2021-06-11 Jaeseung Byun , Simo A. Mäkiharju , Mark W. Mueller

Accurate trajectory tracking is an essential characteristic for the safe navigation of a quadrotor in cluttered or disturbed environments. In this paper, we present in detail two state-of-the-art model-based control frameworks for…

机器人学 · 计算机科学 2024-11-12 Thanh Nguyen Canh , Huy-Hoang Ngo , Anh Viet Dang , Xiem HoangVan