Data-driven predictive control for autonomous systems

U Rosolia, X Zhang, F Borrelli - Annual Review of Control …, 2018 - annualreviews.org
In autonomous systems, the ability to make forecasts and cope with uncertain predictions is
synonymous with intelligence. Model predictive control (MPC) is an established control …

Robust and efficient quadrotor trajectory generation for fast autonomous flight

B Zhou, F Gao, L Wang, C Liu… - IEEE Robotics and …, 2019 - ieeexplore.ieee.org
In this letter, we propose a robust and efficient quadrotor motion planning system for fast
flight in three-dimensional complex environments. We adopt a kinodynamic path searching …

Geometrically constrained trajectory optimization for multicopters

Z Wang, X Zhou, C Xu, F Gao - IEEE Transactions on Robotics, 2022 - ieeexplore.ieee.org
In this article, we present an optimization-based framework for multicopter trajectory
planning subject to geometrical configuration constraints and user-defined dynamic …

The MRS UAV system: Pushing the frontiers of reproducible research, real-world deployment, and education with autonomous unmanned aerial vehicles

T Baca, M Petrlik, M Vrba, V Spurny, R Penicka… - Journal of Intelligent & …, 2021 - Springer
We present a multirotor Unmanned Aerial Vehicle (UAV) control and estimation system for
supporting replicable research through realistic simulations and real-world experiments. We …

Dynamic obstacle avoidance for quadrotors with event cameras

D Falanga, K Kleber, D Scaramuzza - Science Robotics, 2020 - science.org
Today's autonomous drones have reaction times of tens of milliseconds, which is not
enough for navigating fast in complex dynamic environments. To safely avoid fast moving …

Crazyswarm: A large nano-quadcopter swarm

JA Preiss, W Honig, GS Sukhatme… - 2017 IEEE International …, 2017 - ieeexplore.ieee.org
We define a system architecture for a large swarm of miniature quadcopters flying in dense
formation indoors. The large number of small vehicles motivates novel design choices for …

Autonomous drone racing: A survey

D Hanover, A Loquercio, L Bauersfeld… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
Over the last decade, the use of autonomous drone systems for surveying, search and
rescue, or last-mile delivery has increased exponentially. With the rise of these applications …

Autonomous flight

S Tang, V Kumar - Annual Review of Control, Robotics, and …, 2018 - annualreviews.org
This review surveys the current state of the art in the development of unmanned aerial
vehicles, focusing on algorithms for quadrotors. Tremendous progress has been made …

Policy search for model predictive control with application to agile drone flight

Y Song, D Scaramuzza - IEEE Transactions on Robotics, 2022 - ieeexplore.ieee.org
Policy search and model predictive control (MPC) are two different paradigms for robot
control: policy search has the strength of automatically learning complex policies using …

Continuous-time trajectory optimization for online uav replanning

H Oleynikova, M Burri, Z Taylor, J Nieto… - 2016 IEEE/RSJ …, 2016 - ieeexplore.ieee.org
Multirotor unmanned aerial vehicles (UAVs) are rapidly gaining popularity for many
applications. However, safe operation in partially unknown, unstructured environments …