Energy Efficient Task Cooperation for Multi-UAV Networks: A Coalition Formation Game Approach
In this paper, we study the multi-task cooperation problem for unmanned aerial vehicle (UAV) swarms, where the UAV energy consumption is taken into consideration during location scheduling and task implementation. One task may need the cooperation of several UAVs with specific capabilities. To avoid...
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Published in | IEEE access Vol. 8; p. 1 |
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Main Authors | , , , , , , |
Format | Journal Article |
Language | English |
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01.01.2020
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
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Abstract | In this paper, we study the multi-task cooperation problem for unmanned aerial vehicle (UAV) swarms, where the UAV energy consumption is taken into consideration during location scheduling and task implementation. One task may need the cooperation of several UAVs with specific capabilities. To avoid unreasonable task allocation, we quantify the mission properties of UAVs and task areas. We comprehensively consider the overlapping and complementary relationship of the UAV's task types, so that UAVs can form corresponding collective execution tasks according to the task attributes. Based on the coalition game theory, we model the distributed task assignment problem of UAVs as a coalition formation game (CFG). We propose a task allocation algorithm, and then prove that it can achieve the joint optimization of energy and task completion by decision-making of UAVs in finite iterations. With the equilibrium properties of coalition formation in UAV networks, we further optimize the position of UAVs to minimize the network energy consumption. Simulation results verify that the proposed method can reduce the flight loss with high task completion degree. |
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AbstractList | In this paper, we study the multi-task cooperation problem for unmanned aerial vehicle (UAV) swarms, where the UAV energy consumption is taken into consideration during location scheduling and task implementation. One task may need the cooperation of several UAVs with specific capabilities. To avoid unreasonable task allocation, we quantify the mission properties of UAVs and task areas. We comprehensively consider the overlapping and complementary relationship of the UAV's task types, so that UAVs can form corresponding collective execution tasks according to the task attributes. Based on the coalition game theory, we model the distributed task assignment problem of UAVs as a coalition formation game (CFG). We propose a task allocation algorithm, and then prove that it can achieve the joint optimization of energy and task completion by decision-making of UAVs in finite iterations. With the equilibrium properties of coalition formation in UAV networks, we further optimize the position of UAVs to minimize the network energy consumption. Simulation results verify that the proposed method can reduce the flight loss with high task completion degree. |
Author | Liu, Dianxiong Xu, Yitao Tong, Xiaobing Du, Zhiyong Liu, Xiaodu Qian, Huiming Luan, Heyu |
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SubjectTerms | Algorithms Coalition formation game (CFG) Cooperation Decision making Energy consumption Energy optimization Game theory Games Operations research Optimization Resource management Task analysis Task assignment Task scheduling UAV swarm Unmanned aerial vehicles |
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Title | Energy Efficient Task Cooperation for Multi-UAV Networks: A Coalition Formation Game Approach |
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