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Learning quadrotor dynamics for precise, safe, and agile flight control
This article reviews the state-of-the-art modeling and control techniques for aerial robots
such as quadrotor systems and presents several future research directions in this area. The …
such as quadrotor systems and presents several future research directions in this area. The …
A survey on deep learning and deep reinforcement learning in robotics with a tutorial on deep reinforcement learning
This article is about deep learning (DL) and deep reinforcement learning (DRL) works
applied to robotics. Both tools have been shown to be successful in delivering data-driven …
applied to robotics. Both tools have been shown to be successful in delivering data-driven …
Navigating to objects in the real world
Semantic navigation is necessary to deploy mobile robots in uncontrolled environments
such as homes or hospitals. Many learning-based approaches have been proposed in …
such as homes or hospitals. Many learning-based approaches have been proposed in …
Learning high-speed flight in the wild
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 …
environments at high speeds. To date, only expert human pilots have been able to fully …
Toward general-purpose robots via foundation models: A survey and meta-analysis
Building general-purpose robots that operate seamlessly in any environment, with any
object, and utilizing various skills to complete diverse tasks has been a long-standing goal in …
object, and utilizing various skills to complete diverse tasks has been a long-standing goal in …
Agilicious: Open-source and open-hardware agile quadrotor for vision-based flight
Autonomous, agile quadrotor flight raises fundamental challenges for robotics research in
terms of perception, planning, learning, and control. A versatile and standardized platform is …
terms of perception, planning, learning, and control. A versatile and standardized platform is …
Data-driven MPC for quadrotors
Aerodynamic forces render accurate high-speed trajectory tracking with quadrotors
extremely challenging. These complex aerodynamic effects become a significant …
extremely challenging. These complex aerodynamic effects become a significant …
Neural volumetric memory for visual locomotion control
Legged robots have the potential to expand the reach of autonomy beyond paved roads. In
this work, we consider the difficult problem of locomotion on challenging terrains using a …
this work, we consider the difficult problem of locomotion on challenging terrains using a …
Autonomous drone racing with deep reinforcement learning
In many robotic tasks, such as autonomous drone racing, the goal is to travel through a set of
waypoints as fast as possible. A key challenge for this task is planning the timeoptimal …
waypoints as fast as possible. A key challenge for this task is planning the timeoptimal …
Flightmare: A flexible quadrotor simulator
Y Song, S Naji, E Kaufmann… - … on Robot Learning, 2021 - proceedings.mlr.press
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 paradigm …
they really fast, physically accurate, or photo-realistic. In this work, we propose a paradigm …