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Learning visuomotor policies for agile quadrotor flight presents significant difficulties, primarily from inefficient policy exploration caused by high-dimensional visual inputs and the need for precise and low-latency control. To address…

机器人学 · 计算机科学 2024-11-13 Jiaxu Xing , Angel Romero , Leonard Bauersfeld , Davide Scaramuzza

Recently, needs for unmanned aerial vehicles (UAVs) that are attachable to the wall have been highlighted. As one of the ways to address the need, researches on various tilting multirotors that can increase maneuverability has been…

机器人学 · 计算机科学 2021-08-13 Hyungyu Lee , Myeongwoo Jeong , Chanyoung Kim , Hyungtae Lim , Changgue Park , Sungwon Hwang , Hyun Myung

Aerial manipulators, which combine robotic arms with multi-rotor drones, face strict constraints on arm weight and mechanical complexity. In this work, we study a lightweight 2-degree-of-freedom (DoF) arm mounted on a quadrotor via a…

机器人学 · 计算机科学 2026-03-12 Shlok Deshmukh , Javier Alonso-Mora , Sihao Sun

Proportional-Integrator-Derivative (PID) controller is used in a wide range of industrial and experimental processes. There are a couple of offline methods for tuning PID gains. However, due to the uncertainty of model parameters and…

系统与控制 · 电气工程与系统科学 2025-08-19 Iman Sharifi , Aria Alasty

In this work, the autonomous control of a quadrotor-manipulator unmanned aerial vehicle is treated using an extended dynamic model. Due to persistent aerodynamic disturbances and dynamic couplings, the control of a quadrotor-manipulator…

系统与控制 · 电气工程与系统科学 2019-10-22 Kabir Abdulmajeed

Flying quadrotors in tight formations is a challenging problem. It is known that in the near-field airflow of a quadrotor, the aerodynamic effects induced by the propellers are complex and difficult to characterize. Although machine…

机器人学 · 计算机科学 2024-10-15 Kong Yao Chee , Pei-An Hsieh , George J. Pappas , M. Ani Hsieh

This paper introduces a learning-based low-level controller for quadcopters, which adaptively controls quadcopters with significant variations in mass, size, and actuator capabilities. Our approach leverages a combination of imitation…

机器人学 · 计算机科学 2025-06-10 Dingqi Zhang , Antonio Loquercio , Jerry Tang , Ting-Hao Wang , Jitendra Malik , Mark W. Mueller

This paper is focused on tracking control for a rigid body payload, that is connected to an arbitrary number of quadrotor unmanned aerial vehicles via rigid links. A geometric adaptive controller is constructed such that the payload…

最优化与控制 · 数学 2015-03-05 Taeyoung Lee

Aerial robotics for transporting suspended payloads as the form of freely-floating manipulator are growing great interest in recent years. However, the force/torque caused by payload and residual dynamics will introduce unmodeled…

机器人学 · 计算机科学 2025-05-13 Ao Jin , Chenhao Li , Qinyi Wang , Ya Liu , Panfeng Huang , Fan Zhang

Fault-tolerant flight control faces challenges, as developing a model-based controller for each unexpected failure is unrealistic, and online learning methods can handle limited system complexity due to their low sample efficiency. In this…

系统与控制 · 电气工程与系统科学 2023-01-02 Killian Dally , Erik-Jan van Kampen

Robust adaptive model predictive control (RAMPC) is a novel control method that combines robustness guarantees with respect to unknown parameters and bounded disturbances into a model predictive control scheme. However, RAMPC has so far…

系统与控制 · 电气工程与系统科学 2021-08-27 Alexandre Didier , Anilkumar Parsi , Jeremy Coulson , Roy S. Smith

The recent development of novel aerial vehicles capable of physically interacting with the environment leads to new applications such as contact-based inspection. These tasks require the robotic system to exchange forces with…

机器人学 · 计算机科学 2022-07-06 Weixuan Zhang , Lionel Ott , Marco Tognon , Roland Siegwart

This thesis introduces a novel quadrotor manipulation system that consists of 2-link manipulator attached to the bottom of a quadrotor. This new system presents a solution for the drawbacks found in the current quadrotor manipulation system…

机器人学 · 计算机科学 2019-04-11 Ahmed Khalifa

Reinforcement learning (RL)-based quadrotor control policies have achieved impressive performance in tasks such as fast navigation in cluttered environments and drone racing, where the focus is on speed and agility. However, in several…

机器人学 · 计算机科学 2026-05-20 Fausto Mauricio Lagos Suarez , Akshit Saradagi , Vidya Sumathy , George Nikolakopoulos

This study presents a novel reinforcement learning (RL)-based control framework aimed at enhancing the safety and robustness of the quadcopter, with a specific focus on resilience to in-flight one propeller failure. Addressing the critical…

机器人学 · 计算机科学 2025-09-10 Muzaffar Habib , Adnan Maqsood , Adnan Fayyaz ud Din

The objective of the project is to explore synergies between classical control algorithms such as PID and contemporary reinforcement learning algorithms to come up with a pragmatic control mechanism to control the CrazyFlie 2.X quadrotor.…

机器人学 · 计算机科学 2023-06-16 Arshad Javeed , Valentín López Jiménez

Payload grasping and transportation with quadcopters is an active research area that has rapidly developed over the last decade. To grasp a payload without human interaction, most state-of-the-art approaches apply robotic arms that are…

机器人学 · 计算机科学 2024-03-27 Péter Antal , Tamás Péni , Roland Tóth

We explore the reinforcement learning approach to designing controllers by extensively discussing the case of a quadcopter attitude controller. We provide all details allowing to reproduce our approach, starting with a model of the dynamics…

Humanoid robots hold great potential for diverse interactions and daily service tasks within human-centered environments, necessitating controllers that seamlessly integrate precise locomotion with dexterous manipulation. However, most…

机器人学 · 计算机科学 2026-01-27 Xinru Cui , Linxi Feng , Yixuan Zhou , Haoqi Han , Zhe Liu , Hesheng Wang

Precise near-ground trajectory control is difficult for multi-rotor drones, due to the complex aerodynamic effects caused by interactions between multi-rotor airflow and the environment. Conventional control methods often fail to properly…