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Deep Reinforcement Learning (DRL) for quadrotor flight control typically relies on Domain Randomization (DR) for sim-to-real transfer, resulting in overly conservative policies that struggle with dynamic disturbances. To overcome this, we…

机器人学 · 计算机科学 2026-05-19 Vishnu Saj , Sushil Vemuri , Dileep Kalathil , Moble Benedict

Passive 3D sensing is increasingly critical for early detection and tracking of small aerial vehicles (UAVs), where traditional active ranging can be tactically undesirable. We present SCHeimpflug for Optical Ranging TechnologY (SCHORTY), a…

This work addresses the landing problem of an aerial vehicle, exemplified by a simple quadrotor, on a moving platform using image-based visual servo control. First, the mathematical model of the quadrotor aircraft is introduced, followed by…

系统与控制 · 电气工程与系统科学 2024-04-18 Haohua Dong

In practical applications, autonomous quadrotors are still facing significant challenges, such as the detection and avoidance of very small and even dynamic obstacles (e.g., tree branches, power lines). In this paper, we propose a compact,…

机器人学 · 计算机科学 2021-03-02 Fanze Kong , Wei Xu , Fu Zhang

The flying speed of autonomous quadrotors has increased significantly over the past 5 years, particularly in the field of autonomous drone racing. However, most research primarily focuses on the aggressive flight of a single quadrotor,…

机器人学 · 计算机科学 2024-09-24 Fangguo Zhao , Jiahao Mei , Jin Zhou , Yuanyi Chen , Jiming Chen , Shuo Li

The task of flying in tight formations is challenging for teams of quadrotors because the complex aerodynamic wake interactions can destabilize individual team members as well as the team. Furthermore, these aerodynamic effects are highly…

机器人学 · 计算机科学 2025-11-03 Pei-An Hsieh , Kong Yao Chee , M. Ani Hsieh

Agile quadrotor flight in challenging environments has the potential to revolutionize shipping, transportation, and search and rescue applications. Nonlinear model predictive control (NMPC) has recently shown promising results for agile…

机器人学 · 计算机科学 2021-12-06 Drew Hanover , Philipp Foehn , Sihao Sun , Elia Kaufmann , Davide Scaramuzza

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

We propose a command-filter backstepping controller that integrates a disturbance observer and a high-gain observer (HGO) to handle unknown internal and external disturbances acting on a quadrotor. To build the controller, we first define…

系统与控制 · 电气工程与系统科学 2025-10-31 Mustafa Mohammed Mustafa

This paper presents a stochastic/robust nonlinear model predictive control (NMPC) to enhance the robustness of model-based legged locomotion against contact uncertainties. We integrate the contact uncertainties into the covariance…

机器人学 · 计算机科学 2024-09-16 Sotaro Katayama , Noriaki Takasugi , Mitsuhisa Kaneko , Norio Nagatsuka , and Masaya Kinoshita

Many approaches to multi-robot coordination are susceptible to failure due to communication loss and uncertainty in estimation. We present a real-time communication-free distributed navigation algorithm certified by control barrier…

机器人学 · 计算机科学 2025-11-04 Lishuo Pan , Mattia Catellani , Lorenzo Sabattini , Nora Ayanian

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

Swarm aerial robots are required to maintain close proximity to successfully traverse narrow areas in cluttered environments. However, this movement is affected by the downwash effect generated from other quadrotors in the swarm. This…

机器人学 · 计算机科学 2023-09-13 Jinjie Li , Liang Han , Haoyang Yu , Yuheng Lin , Qingdong Li , Zhang Ren

Executing precise and agile flight maneuvers is critical for quadrotors in various applications. Traditional quadrotor control approaches are limited by their reliance on flat trajectories or time-consuming optimization, which restricts…

机器人学 · 计算机科学 2025-05-23 Jiayu Chen , Chao Yu , Yuqing Xie , Feng Gao , Yinuo Chen , Shu'ang Yu , Wenhao Tang , Shilong Ji , Mo Mu , Yi Wu , Huazhong Yang , Yu Wang

As off-the-shelf (OTS) autopilots become more widely available and user-friendly and the drone market expands, safer, more efficient, and more complex motion planning and control will become necessary for fixed-wing aerial robotic…

机器人学 · 计算机科学 2018-05-24 Thomas Stastny , Roland Siegwart

Accurate calibration of sensor extrinsic parameters for ground robotic systems (i.e., relative poses) is crucial for ensuring spatial alignment and achieving high-performance perception. However, existing calibration methods typically…

机器人学 · 计算机科学 2025-06-17 Jiang Wang , Yaozhong Kang , Linya Fu , Kazuhiro Nakadai , He Kong

In this paper an adaptive sliding mode control approach for a quadrotor stabilization and trajectory tracking is presented. The closed loop control consists of three parts; the first part is quadrotor altitude and attitude stabilization,…

系统与控制 · 电气工程与系统科学 2023-08-02 Telli Khaled , M. Boumehraz

The growing potential of quadcopters in various domains, such as aerial photography, search and rescue, and infrastructure inspection, underscores the need for real-time control under strict safety and operational constraints. This…

机器人学 · 计算机科学 2025-05-01 Mohsen Amiri , Mehdi Hosseinzadeh

Small flying robots can perform landing maneuvers using bio-inspired optical flow by maintaining a constant divergence. However, optical flow is typically estimated from frame sequences recorded by standard miniature cameras. This requires…

计算机视觉与模式识别 · 计算机科学 2017-11-15 Bas J. Pijnacker Hordijk , Kirk Y. W. Scheper , Guido C. H. E. de Croon

We present a framework for learning visually-guided quadruped locomotion by integrating exteroceptive sensing and central pattern generators (CPGs), i.e. systems of coupled oscillators, into the deep reinforcement learning (DRL) framework.…

机器人学 · 计算机科学 2024-03-12 Guillaume Bellegarda , Milad Shafiee , Auke Ijspeert