Author:
Sousa Joaquim Vasconcelos Reinolds de,Gamboa Pedro
Abstract
Purpose
The purpose of this paper is to generate optimised trajectories for an unmanned aerial vehicle (UAV) during a forest fire detection mission. It is assumed that the UAV flies 3D curvature-constrained Dubins manoeuvres and has a limited amount of battery energy that prevents it from covering the entire search area in a single trip.
Design/methodology/approach
In this paper, the search area is discretised into a grid of multiple targets, and each target assigned with a score that is proportional to the time elapsed since the last UAV visit. This problem, known as Dubins Airplane Orienteering Problem, consists of finding the number and order of targets to visit and the UAV heading at each target that maximises the total trip score without exceeding the UAV battery energy. The solution is found using the Randomised Variable Neighbourhood Search metaheuristic. All target scores are updated after each trajectory generation according to the elapsed time since the last UAV visit.
Findings
The proposed approach produced feasible results when generating optimised trajectories for a fire detection mission context where energy battery constraints are important.
Practical implications
The authors carry out the planning of UAV missions with limited amounts of onboard energy such as a real fire detection mission using a single electric propulsion and fixed-wing UAV.
Originality/value
This paper introduces an energy-based approach to the Dubins Airplane Orienteering Problem, which takes into account the UAV performance and energy budget when generating optimised trajectories.
Reference42 articles.
1. Computer vision system for fire detection and report using UAVs,2018
2. A fast and effective heuristic for the orienteering problem;European Journal of Operational Research,1996
3. Time-optimal paths for a dubins airplane,2007
4. Use of UAV or remotely piloted aircraft and forward-looking infrared in forest, rural and wildland fire management: evaluation using simple economic analysis;New Zealand Journal of Forestry Science,2015
5. On curves of minimal length with a constraint on average curvature, and with prescribed initial and terminal positions and tangents;American Journal of Mathematics,1957
Cited by
3 articles.
订阅此论文施引文献
订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献