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The problem of safety for robotic systems has been extensively studied. However, little attention has been given to security issues for three-dimensional systems, such as quadrotors. Malicious adversaries can compromise robot sensors and…

Robotics · Computer Science 2024-09-19 Samuel Belkadi

In the evolving landscape of high-speed agile quadrotor flight, achieving precise trajectory tracking at the platform's operational limits is paramount. Controllers must handle actuator constraints, exhibit robustness to disturbances, and…

Robotics · Computer Science 2025-10-15 Lukas Pries , Markus Ryll

Quadrotors are among the most agile flying robots. Despite recent advances in learning-based control and computer vision, autonomous drones still rely on explicit state estimation. On the other hand, human pilots only rely on a…

Robotics · Computer Science 2024-06-19 Ismail Geles , Leonard Bauersfeld , Angel Romero , Jiaxu Xing , Davide Scaramuzza

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

Aerial manipulation combines the versatility and speed of flying platforms with the functional capabilities of mobile manipulation, which presents significant challenges due to the need for precise localization and control. Traditionally,…

Autonomous indoor flight for critical asset inspection presents fundamental challenges in perception, planning, control, and learning. Despite rapid progress, there is still a lack of a compact, active-sensing, open-source platform that is…

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…

We present our latest research in learning deep sensorimotor policies for agile, vision-based quadrotor flight. We show methodologies for the successful transfer of such policies from simulation to the real world. In addition, we discuss…

Robotics · Computer Science 2023-04-11 Davide Scaramuzza , Elia Kaufmann

Learning-based controllers have achieved impressive performance in agile quadrotor flight but typically rely on massive training in simulation, necessitating accurate system identification for effective Sim2Real transfer. However, even with…

Robotics · Computer Science 2026-02-11 Yunfan Ren , Zhiyuan Zhu , Jiaxu Xing , Davide Scaramuzza

We present a multirotor architecture capable of aggressive autonomous flight and collision-free teleoperation in unstructured, GPS-denied environments. The proposed system enables aggressive and safe autonomous flight around clutter by…

Natural flyers use soft wings to seamlessly enable a wide range of flight behaviours, including agile manoeuvres, squeezing through narrow passageways, and withstanding collisions. In contrast, conventional quadrotor designs rely on rigid…

Robotics · Computer Science 2025-11-10 Luca Girardi , Gabriel Maquignaz , Stefano Mintchev

Autonomous agile flight brings up fundamental challenges in robotics, such as coping with unreliable state estimation, reacting optimally to dynamically changing environments, and coupling perception and action in real time under severe…

Quadrotors are highly nonlinear dynamical systems that require carefully tuned controllers to be pushed to their physical limits. Recently, learning-based control policies have been proposed for quadrotors, as they would potentially allow…

Robotics · Computer Science 2022-02-23 Elia Kaufmann , Leonard Bauersfeld , Davide Scaramuzza

High speed navigation through unknown environments is a challenging problem in robotics. It requires fast computation and tight integration of all the subsystems on the robot such that the latency in the perception-action loop is as small…

Flying robots are usually rather delicate and require protective enclosures when facing the risk of collision, while high complexity and reduced payload are recurrent problems with collision-resilient flying robots. Inspired by arthropods'…

Robotics · Computer Science 2022-11-29 Ricardo de Azambuja , Hassan Fouad , Yann Bouteiller , Charles Sol , Giovanni Beltrame

Over the past decades, progress in deployable autonomous flight systems has slowly stagnated. This is reflected in today's production air-crafts, where pilots only enable simple physics-based systems such as autopilot for takeoff, landing,…

Artificial Intelligence · Computer Science 2020-04-28 Andrew Wood , Ali Sydney , Peter Chin , Bishal Thapa , Ryan Ross

State-of-the-art quadrotor simulators have a rigid and highly-specialized structure: either are they really fast, physically accurate, or photo-realistic. In this work, we propose a novel quadrotor simulator: Flightmare. Flightmare is…

Robotics · Computer Science 2021-05-11 Yunlong Song , Selim Naji , Elia Kaufmann , Antonio Loquercio , Davide Scaramuzza

Little innovation has been made to low-level attitude flight control used by uncrewed aerial vehicles (UAVs), which still predominantly uses the classical PID controller. In this work we introduce Neuroflight, the first open source…

Robotics · Computer Science 2019-09-18 William Koch , Renato Mancuso , Azer Bestavros

This letter introduces DiffAero, a lightweight, GPU-accelerated, and fully differentiable simulation framework designed for efficient quadrotor control policy learning. DiffAero supports both environment-level and agent-level parallelism…

Robotics · Computer Science 2025-09-15 Xinhong Zhang , Runqing Wang , Yunfan Ren , Jian Sun , Hao Fang , Jie Chen , Gang Wang

Various perception-aware planning approaches have attempted to enhance the state estimation accuracy during maneuvers, while the feature matchability among frames, a crucial factor influencing estimation accuracy, has often been overlooked.…

Robotics · Computer Science 2024-03-14 Xinyi Chen , Yichen Zhang , Boyu Zhou , Shaojie Shen
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