Real-time Trajectory Generation for Quadrotors using B-spline based Non-uniform Kinodynamic Search

04/28/2019
by   Lvbang Tang, et al.
0

In this paper, we propose a time-efficient approach to generate safe, smooth and dynamically feasible trajectories for quadrotors in obstacle-cluttered environment. By using the uniform B-spline to represent trajectories, we transform the trajectory planning to a graph-search problem of B-spline control points in discretized space. Highly strict convex hull property of B-spline is derived to guarantee the dynamical feasibility of the entire trajectory. A novel non-uniform kinodynamic search strategy is adopted, and the step length is dynamically adjusted during the search process according to the Euclidean signed distance field (ESDF), making the trajectory achieve reasonable time-allocation and be away from obstacles. Non-static initial and goal states are allowed, therefore it can be used for online local replanning as well as global planning. Extensive simulation and hardware experiments show that our method achieves higher performance comparing with the state-of-the-art method.

READ FULL TEXT

page 1

page 4

page 5

page 7

research
07/02/2019

Robust and Efficient Quadrotor Trajectory Generation for Fast Autonomous Flight

In this paper, we propose a robust and efficient quadrotor motion planni...
research
06/24/2019

An Efficient B-spline-Based Kinodynamic Replanning Framework for Quadrotors

Trajectory replanning for quadrotors is essential to enable fully autono...
research
03/04/2019

Trajectory Replanning for Quadrotors Using Kinodynamic Search and Elastic Optimization

We focus on a replanning scenario for quadrotors where considering time ...
research
04/04/2023

Machine Learning Discovery of Optimal Quadrature Rules for Isogeometric Analysis

We propose the use of machine learning techniques to find optimal quadra...
research
01/18/2022

General P-splines for non-uniform B-splines

P-spline represents an unknown univariate function with uniform B-spline...
research
06/15/2019

Reinforcement Learning with Non-uniform State Representations for Adaptive Search

Efficient spatial exploration is a key aspect of search and rescue. In t...
research
01/01/2022

Analytical Shaping Method for Low-Thrust Rendezvous Trajectory Using Cubic Spline Functions

Preliminary mission design requires an efficient and accurate approximat...

Please sign up or login with your details

Forgot password? Click here to reset