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Neglecting complex aerodynamic effects hinders high-speed yet high-precision multirotor autonomy. In this paper, we present a computationally efficient learning-based model predictive controller that simultaneously optimizes a trajectory…

Robotics · Computer Science 2024-02-19 Babak Akbari , Melissa Greeff

This paper presents a mathematic dynamic model of a quadrotor unmanned aerial vehicle (QUAV) by using the symbolic regression approach and then proposes a hierarchical control scheme for trajectory tracking. The symbolic regression approach…

Systems and Control · Electrical Eng. & Systems 2021-05-10 Wei Fang , Zhiyong Chen

Autonomous unmanned aerial vehicles (UAVs) that can execute aggressive (i.e., high-speed and high-acceleration) maneuvers have attracted significant attention in the past few years. This paper focuses on accurate tracking of aggressive…

Robotics · Computer Science 2020-06-09 Ezra Tal , Sertac Karaman

This study is aimed at addressing the problem of fault tolerance of quadruped robots to actuator failure, which is critical for robots operating in remote or extreme environments. In particular, an adaptive curriculum reinforcement learning…

Robotics · Computer Science 2024-10-28 Wataru Okamoto , Hiroshi Kera , Kazuhiko Kawamoto

This article introduces a novel sample-efficient curriculum learning (CL) approach for training an end-to-end reinforcement learning (RL) policy for robust stabilization of a Quadrotor. The learning objective is to simultaneously stabilize…

We propose a geometric control framework on $SE(3)$ for quadrotors that enforces pointing-driven missions without completing a full attitude reference. The mission is encoded through virtual constraints defining a task manifold and an…

Systems and Control · Electrical Eng. & Systems 2026-03-02 Alexandre Anahory Simoes , Leonardo Colombo , Juan Giribet , Efstratios Stratoglou

Designing effective low-level robot controllers often entail platform-specific implementations that require manual heuristic parameter tuning, significant system knowledge, or long design times. With the rising number of robotic and…

Inverted landing in a rapid and robust manner is a challenging feat for aerial robots, especially while depending entirely on onboard sensing and computation. In spite of this, this feat is routinely performed by biological fliers such as…

Robotics · Computer Science 2023-04-26 Bryan Habas , Jack W. Langelaan , Bo Cheng

We address one of the main challenges towards autonomous quadrotor flight in complex environments, which is flight through narrow gaps. While previous works relied on off-board localization systems or on accurate prior knowledge of the gap…

Robotics · Computer Science 2018-04-06 Davide Falanga , Elias Mueggler , Matthias Faessler , Davide Scaramuzza

This study has developed a fault-tolerant controller that is able to recover a quadrotor from arbitrary initial orientations and angular velocities, despite the complete failure of a rotor. This cascaded control method includes a…

Robotics · Computer Science 2020-10-28 Sihao Sun , Matthias Baert , Bram Adriaan Strack van Schijndel , Coen de Visser

Reinforcement learning (RL) has shown great effectiveness in quadrotor control, enabling specialized policies to develop even human-champion-level performance in single-task scenarios. However, these specialized policies often struggle with…

Robotics · Computer Science 2024-12-18 Jiaxu Xing , Ismail Geles , Yunlong Song , Elie Aljalbout , Davide Scaramuzza

Precise aggressive maneuvers with lightweight onboard sensors remains a key bottleneck in fully exploiting the maneuverability of drones. Such maneuvers are critical for expanding the systems' accessible area by navigating through narrow…

Robotics · Computer Science 2026-04-09 Tianyue Wu , Guangtong Xu , Zihan Wang , Junxiao Lin , Tianyang Chen , Yuze Wu , Zhichao Han , Zhiyang Liu , Fei Gao

In this study, a fault-tolerant super-twisting sliding mode controller with a control allocation system for a quadrotor aircraft is proposed. Super twisting sliding mode control is a robust control technique that handles a system with a…

Systems and Control · Electrical Eng. & Systems 2023-04-28 Mehmet Karahan , Mertcan Inal , Cosku Kasnakoglu

In this paper, we investigate the operation of an aerial manipulator system, namely an Unmanned Aerial Vehicle (UAV) equipped with a controllable arm with two degrees of freedom to carry out actuation tasks on the fly. Our solution is based…

Robotics · Computer Science 2023-08-28 Hazim Alzorgan , Abolfazl Razi , Ata Jahangir Moshayedi

Quadrotor stabilizing controllers often require careful, model-specific tuning for safe operation. We use reinforcement learning to train policies in simulation that transfer remarkably well to multiple different physical quadrotors. Our…

Robotics · Computer Science 2019-04-17 Artem Molchanov , Tao Chen , Wolfgang Hönig , James A. Preiss , Nora Ayanian , Gaurav S. Sukhatme

The control of a quadrotor is typically split into two subsequent problems: finding desired accelerations to control its position, and controlling its attitude and the total thrust to track these accelerations and to track a yaw angle…

Robotics · Computer Science 2019-06-18 Dave Kooijman , Angela P. Schoellig , Duarte J. Antunes

The Roller-Quadrotor is a novel quadrotor that combines the maneuverability of aerial drones with the endurance of ground vehicles. This work focuses on the design, modeling, and experimental validation of the Roller-Quadrotor. Flight…

Robotics · Computer Science 2024-12-17 Zhi Zheng , Jin Wang , Yuze Wu , Qifeng Cai , Huan Yu , Ruibin Zhang , Jie Tu , Jun Meng , Guodong Lu , Fei Gao

Aerial-aquatic vehicles are capable to move in the two most dominant fluids, making them more promising for a wide range of applications. We propose a prototype with special designs for propulsion and thruster configuration to cope with the…

Robotics · Computer Science 2023-02-08 Xuchen Liu , Minghao Dou , Dongyue Huang , Biao Wang , Jinqiang Cui , Qinyuan Ren , Lihua Dou , Zhi Gao , Jie Chen , Ben M. Chen

This work presents a geometric backstepping controller for a variable-tilt omnidirectional multirotor that explicitly accounts for both servo and rotor dynamics. Considering actuator dynamics is essential for more effective and reliable…

Robotics · Computer Science 2026-02-23 Jaewoo Lee , Dongjae Lee , Jinwoo Lee , Hyungyu Lee , Yeonjoon Kim , H. Jin Kim

Quadrotor Morpho-Transition, or the act of transitioning from air to ground through mid-air transformation, involves complex aerodynamic interactions and a need to operate near actuator saturation, complicating controller design. In recent…

Robotics · Computer Science 2025-06-18 Ioannis Mandralis , Richard M. Murray , Morteza Gharib