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.
机构:
King Saud Univ, Comp Sci Dept, Riyadh 11495, Saudi Arabia
MIT, Dept Mech Engn, Cambridge, MA 02139 USAKing Saud Univ, Comp Sci Dept, Riyadh 11495, Saudi Arabia
Kurdi, Heba
;
AlDaood, Munirah F.
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King Saud Univ, Comp Sci Dept, Riyadh 11495, Saudi ArabiaKing Saud Univ, Comp Sci Dept, Riyadh 11495, Saudi Arabia
AlDaood, Munirah F.
;
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Al-Megren, Shiroq
;
Aloboud, Ebtesam
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Al Imam Muhammad Ibn Saud Islamic Univ, Comp Sci Dept, Riyadh 11432, Saudi ArabiaKing Saud Univ, Comp Sci Dept, Riyadh 11495, Saudi Arabia
Aloboud, Ebtesam
;
Aldawood, Abdulrahman S.
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King Saud Univ, Coll Food & Agr Sci, Dept Plant Protect, Riyadh 11495, Saudi ArabiaKing Saud Univ, Comp Sci Dept, Riyadh 11495, Saudi Arabia
Aldawood, Abdulrahman S.
;
Youcef-Toumi, Kamal
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MIT, Dept Mech Engn, Cambridge, MA 02139 USAKing Saud Univ, Comp Sci Dept, Riyadh 11495, Saudi Arabia
机构:
King Saud Univ, Comp Sci Dept, Riyadh 11495, Saudi Arabia
MIT, Dept Mech Engn, Cambridge, MA 02139 USAKing Saud Univ, Comp Sci Dept, Riyadh 11495, Saudi Arabia
Kurdi, Heba
;
AlDaood, Munirah F.
论文数: 0引用数: 0
h-index: 0
机构:
King Saud Univ, Comp Sci Dept, Riyadh 11495, Saudi ArabiaKing Saud Univ, Comp Sci Dept, Riyadh 11495, Saudi Arabia
AlDaood, Munirah F.
;
论文数: 引用数:
h-index:
机构:
Al-Megren, Shiroq
;
Aloboud, Ebtesam
论文数: 0引用数: 0
h-index: 0
机构:
Al Imam Muhammad Ibn Saud Islamic Univ, Comp Sci Dept, Riyadh 11432, Saudi ArabiaKing Saud Univ, Comp Sci Dept, Riyadh 11495, Saudi Arabia
Aloboud, Ebtesam
;
Aldawood, Abdulrahman S.
论文数: 0引用数: 0
h-index: 0
机构:
King Saud Univ, Coll Food & Agr Sci, Dept Plant Protect, Riyadh 11495, Saudi ArabiaKing Saud Univ, Comp Sci Dept, Riyadh 11495, Saudi Arabia
Aldawood, Abdulrahman S.
;
Youcef-Toumi, Kamal
论文数: 0引用数: 0
h-index: 0
机构:
MIT, Dept Mech Engn, Cambridge, MA 02139 USAKing Saud Univ, Comp Sci Dept, Riyadh 11495, Saudi Arabia