P-CAL: Pre-computed Alternative Lanes for Aggressive Aerial Collision Avoidance

Ji Zhang, Rushat Gupta Chadha, Vivek Velivela and Sanjiv Singh
Conference Paper, 12th Conference on Field and Service Robotics, August, 2019

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Abstract

We here address the issue of air vehicles flying autonomously at a high speed in complex environments. Typically, autonomous navigation through a complex environment requires a continuous heuristic search on a graph generated by a k-connected grid or a probabilistic scheme. The process is expensive especially if the paths must be kino-dynamically feasible. Aimed at tackling the problem from a different angle, we consider the case that the environment is mostly known from a prior map. The proposed method suggests the computation needed to find safe paths during fast flight can be greatly reduced if we pre-compute and carefully arrange a set of alternative paths before the flight. During the navigation, the vehicle selects a pre-computed path to navigate without the need to generate a new path. The result is that majority of the processing is migrated to offline path generation. Effectively, the onboard computation is significantly reduced, taking < 3% of a CPU thread on a modern embedded computer. In experiments, it enables a lightweight aerial vehicle to maneuver aggressively through a cluttered forest environment at 10m/s.


@conference{Zhang-2019-117451,
author = {Ji Zhang and Rushat Gupta Chadha and Vivek Velivela and Sanjiv Singh},
title = {P-CAL: Pre-computed Alternative Lanes for Aggressive Aerial Collision Avoidance},
booktitle = {12th Conference on Field and Service Robotics},
year = {2019},
month = {August},
} 2019-08-26T14:38:15-04:00