An efficient method for maximal area coverage in the context of a hierarchical controller for multiple unmanned aerial vehicles

被引:0
|
作者
Sritharan, Logan [1 ]
Nita, Lucian [2 ]
Kerrigan, Eric [1 ,2 ]
机构
[1] Imperial Coll London, Dept Aeronaut, London SW7 2AZ, England
[2] Imperial Coll London, Dept Elect & Elect Engn, London SW7 2AZ, England
基金
英国工程与自然科学研究理事会;
关键词
Area coverage; Computational methods; Hierarchical control; UAVs; FRAMEWORK;
D O I
10.1016/j.ejcon.2023.100850
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Computing the exact area of the union of an arbitrary number of circles is a challenging problem, since the union is generally non-convex and may be composed of multiple non-overlapping regions. In this paper, we propose tackling this problem by using graph-theoretical concepts and Green's Theorem for exact area computation. Moreover, we show the implementation of this method for a rapid area coverage application with unmanned aerial vehicles (UAVs). Maximizing the area covered using multiple agents is difficult because fast solutions to large-scale optimization problems are sought. In our solution method, we present a hierarchical control framework. On the upper layer, a high-level controller performs centralised computation to determine the optimal UAV locations to maximize the area covered. On the bottom level, we adopt a decentralised approach by implementing multiple local controllers to tackle the trajectory planning and collision avoidance for each agent individually using Nonlinear Model Predictive Control (NMPC). Numerical experiments show that our method for computing the covered area can reduce the computational time required to solve the optimal positioning problem by more than two orders of magnitude when compared to a Monte-Carlo method. The trajectory planning problem was tested for up to 13 agents and the run-time was on the order of milliseconds, demonstrating the suitability for real-time implementation of the presented framework.(c) 2023 The Author(s). Published by Elsevier Ltd on behalf of European Control Association. This is an open access article under the CC BY license ( http://creativecommons.org/licenses/by/4.0/ )
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页数:6
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