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/ )
引用
收藏
页数:6
相关论文
共 50 条
  • [21] Autonomous Mission Execution for Multiple Unmanned Aerial Vehicles with Hierarchical-Distributed Methodology
    Peng, Kemao
    Pang, Tao
    Lin, Feng
    Chen, Ben M.
    [J]. 11TH IEEE INTERNATIONAL CONFERENCE ON CONTROL AND AUTOMATION (ICCA), 2014, : 1369 - 1374
  • [22] Control Platform for Multiple Unmanned Aerial Vehicles
    Zacarias, Iulisloi
    Leite, Carlos E. T.
    Schwarzrock, Janana
    de Freitas, Edison P.
    [J]. IFAC PAPERSONLINE, 2016, 49 (30): : 36 - 41
  • [23] Route planning for multiple unmanned aerial vehicles
    Aguiar, Antonio Lucas Sousa
    Pinto, Vandilberto Pereira
    Sousa, Ligia Maria Carvalho
    Da Silva Pinheiro, Jose Lucas
    do Nascimento Sousa, Jose Cleilton
    [J]. PRZEGLAD ELEKTROTECHNICZNY, 2024, 100 (09): : 219 - 223
  • [24] Coverage Path Planning Methods Focusing on Energy Efficient and Cooperative Strategies for Unmanned Aerial Vehicles
    Fevgas, Georgios
    Lagkas, Thomas
    Argyriou, Vasileios
    Sarigiannidis, Panagiotis
    [J]. SENSORS, 2022, 22 (03)
  • [25] Coverage Path Planning Based on the Optimization Strategy of Multiple Solar Powered Unmanned Aerial Vehicles
    Le, Wenxin
    Xue, Zhentao
    Chen, Jian
    Zhang, Zichao
    [J]. DRONES, 2022, 6 (08)
  • [26] A Cooperative Search and Coverage Algorithm with Controllable Revisit and Connectivity Maintenance for Multiple Unmanned Aerial Vehicles
    Liu, Zhong
    Gao, Xiaoguang
    Fu, Xiaowei
    [J]. SENSORS, 2018, 18 (05)
  • [27] Linear models for total coverage problem with connectivity constraints using multiple unmanned aerial vehicles
    Lamine, Amani
    Mguis, Fethi
    Snoussi, Hichem
    Ghedira, Khaled
    [J]. INTERNATIONAL JOURNAL OF SENSOR NETWORKS, 2020, 34 (01) : 15 - 25
  • [28] Heterogeneous coverage method with multiple unmanned aerial vehicle assisted sink nodes
    Jin, Shan
    Jin, Zhigang
    [J]. High Technology Letters, 2019, 25 (04): : 395 - 400
  • [29] Heterogeneous coverage method with multiple unmanned aerial vehicle assisted sink nodes
    金杉
    Jin Zhigang
    [J]. High Technology Letters, 2019, 25 (04) : 395 - 400
  • [30] Development of a PWM Precision Spraying Controller for Unmanned Aerial Vehicles
    Zhu, Hang
    Lan, Yubin
    Wu, Wenfu
    Hoffmann, W. Clint
    Huang, Yanbo
    Xue, Xinyu
    Liang, Jian
    Fritz, Brad
    [J]. JOURNAL OF BIONIC ENGINEERING, 2010, 7 (03) : 276 - 283