Hierarchical Task Assignment Strategy for Heterogeneous Multi-UAV System in Large-Scale Search and Rescue Scenarios

For the large-scale search and rescue (S&R) scenarios, the centralized and distributed multi-UAV multitask assignment algorithms for multi-UAV systems have the problems of heavy computational load and massive communication burden, which make it hard to guarantee the effectiveness and convergence...

Full description

Bibliographic Details
Main Authors: Jie Chen, Kai Xiao, Kai You, Xianguo Qing, Fang Ye, Qian Sun
Format: Article
Language:English
Published: Hindawi Limited 2021-01-01
Series:International Journal of Aerospace Engineering
Online Access:http://dx.doi.org/10.1155/2021/7353697
id doaj-f6cf347c52a0477bbee7fb66ea2c36cd
record_format Article
spelling doaj-f6cf347c52a0477bbee7fb66ea2c36cd2021-07-26T00:34:27ZengHindawi LimitedInternational Journal of Aerospace Engineering1687-59742021-01-01202110.1155/2021/7353697Hierarchical Task Assignment Strategy for Heterogeneous Multi-UAV System in Large-Scale Search and Rescue ScenariosJie Chen0Kai Xiao1Kai You2Xianguo Qing3Fang Ye4Qian Sun5Science and Technology on Reactor System Design Technology LaboratoryScience and Technology on Reactor System Design Technology LaboratoryScience and Technology on Reactor System Design Technology LaboratoryScience and Technology on Reactor System Design Technology LaboratoryCollege of Information and Communication EngineeringCollege of Information and Communication EngineeringFor the large-scale search and rescue (S&R) scenarios, the centralized and distributed multi-UAV multitask assignment algorithms for multi-UAV systems have the problems of heavy computational load and massive communication burden, which make it hard to guarantee the effectiveness and convergence speed of their task assignment results. To address this issue, this paper proposes a hierarchical task assignment strategy. Firstly, a model decoupling algorithm based on density clustering and negotiation mechanism is raised to decompose the large-scale task assignment problem into several nonintersection and complete small-scale task assignment problems, which effectively reduces the required computational amount and communication cost. Then, a cluster head selection method based on multiattribute decision is put forward to select the cluster head for each UAV team. These cluster heads will communicate with the central control station about the latest assignment information to guarantee the completion of S&R mission. At last, considering that a few targets cannot be effectively allocated due to UAVs’ limited and unbalanced resources, an auction-based task sharing scheme among UAV teams is presented to guarantee the mission coverage of the multi-UAV system. Simulation results and analyses comprehensively verify the feasibility and effectiveness of the proposed hierarchical task assignment strategy in large-scale S&R scenarios with dispersed clustering targets.http://dx.doi.org/10.1155/2021/7353697
collection DOAJ
language English
format Article
sources DOAJ
author Jie Chen
Kai Xiao
Kai You
Xianguo Qing
Fang Ye
Qian Sun
spellingShingle Jie Chen
Kai Xiao
Kai You
Xianguo Qing
Fang Ye
Qian Sun
Hierarchical Task Assignment Strategy for Heterogeneous Multi-UAV System in Large-Scale Search and Rescue Scenarios
International Journal of Aerospace Engineering
author_facet Jie Chen
Kai Xiao
Kai You
Xianguo Qing
Fang Ye
Qian Sun
author_sort Jie Chen
title Hierarchical Task Assignment Strategy for Heterogeneous Multi-UAV System in Large-Scale Search and Rescue Scenarios
title_short Hierarchical Task Assignment Strategy for Heterogeneous Multi-UAV System in Large-Scale Search and Rescue Scenarios
title_full Hierarchical Task Assignment Strategy for Heterogeneous Multi-UAV System in Large-Scale Search and Rescue Scenarios
title_fullStr Hierarchical Task Assignment Strategy for Heterogeneous Multi-UAV System in Large-Scale Search and Rescue Scenarios
title_full_unstemmed Hierarchical Task Assignment Strategy for Heterogeneous Multi-UAV System in Large-Scale Search and Rescue Scenarios
title_sort hierarchical task assignment strategy for heterogeneous multi-uav system in large-scale search and rescue scenarios
publisher Hindawi Limited
series International Journal of Aerospace Engineering
issn 1687-5974
publishDate 2021-01-01
description For the large-scale search and rescue (S&R) scenarios, the centralized and distributed multi-UAV multitask assignment algorithms for multi-UAV systems have the problems of heavy computational load and massive communication burden, which make it hard to guarantee the effectiveness and convergence speed of their task assignment results. To address this issue, this paper proposes a hierarchical task assignment strategy. Firstly, a model decoupling algorithm based on density clustering and negotiation mechanism is raised to decompose the large-scale task assignment problem into several nonintersection and complete small-scale task assignment problems, which effectively reduces the required computational amount and communication cost. Then, a cluster head selection method based on multiattribute decision is put forward to select the cluster head for each UAV team. These cluster heads will communicate with the central control station about the latest assignment information to guarantee the completion of S&R mission. At last, considering that a few targets cannot be effectively allocated due to UAVs’ limited and unbalanced resources, an auction-based task sharing scheme among UAV teams is presented to guarantee the mission coverage of the multi-UAV system. Simulation results and analyses comprehensively verify the feasibility and effectiveness of the proposed hierarchical task assignment strategy in large-scale S&R scenarios with dispersed clustering targets.
url http://dx.doi.org/10.1155/2021/7353697
work_keys_str_mv AT jiechen hierarchicaltaskassignmentstrategyforheterogeneousmultiuavsysteminlargescalesearchandrescuescenarios
AT kaixiao hierarchicaltaskassignmentstrategyforheterogeneousmultiuavsysteminlargescalesearchandrescuescenarios
AT kaiyou hierarchicaltaskassignmentstrategyforheterogeneousmultiuavsysteminlargescalesearchandrescuescenarios
AT xianguoqing hierarchicaltaskassignmentstrategyforheterogeneousmultiuavsysteminlargescalesearchandrescuescenarios
AT fangye hierarchicaltaskassignmentstrategyforheterogeneousmultiuavsysteminlargescalesearchandrescuescenarios
AT qiansun hierarchicaltaskassignmentstrategyforheterogeneousmultiuavsysteminlargescalesearchandrescuescenarios
_version_ 1721282492404596736