Electronics Optics & Control, Volume. 31, Issue 1, 51(2024)
A Multi-UAV Cooperative Exploration Method Based on Improved Multi-Agent PPO
[6] [6] LILLICRAP T P,HUNT J J,PRITZEL A,et al.Continuous control with deep reinforcement learning[J].arXiv preprint arXiv:1509.02971.2015.
[10] [10] LIN H J,HOU W J,WEN H,et al.MADDPG-based task offloading and resource management for edge system[C]//CONF-CDS 2021:The 2nd International Conference on Computing and Data Science.New York,NY:Association for Computing Machinery,2021.doi:10.1145/3448734.
[13] [13] YU C,VELU A,VINITSKY E,et al.The surprising effectiveness of PPO in cooperative,multi-agent games[J].arXiv preprint arXiv:2103.01955.2021.
[14] [14] DUAN Y,CUI B X,XU X H.A multi-agent reinforcement learning approach to robots soccer[J].Artificial Intelligence Review,2012,38(3):193-211.
[15] [15] SUN Y Y.Cooperation approach of multi-agent intelligent decision support system based on blackboard[C]//The 2nd International Conference on Consumer Electronics,Communications and Networks (CECNet).Yichang:IEEE,2012:230-233.
[17] [17] BARRETT E,HOWLEY E,DUGGAN J.Applying reinforcement learning towards automating resource allocation and application scalability in the cloud[J].Concurrency and Computation:Practice and Experience,2013, 25(12):1656-1674.
[19] [19] LIU Y X,LIU H,TIAN Y L,et al.Reinforcement learning based two-level control framework of UAV swarm for cooperative persistent surveillance in an unknown urban area[J].Aerospace Science and Technology,2020,98:105671.
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AN Cheng‘an, ZHOU Sida. A Multi-UAV Cooperative Exploration Method Based on Improved Multi-Agent PPO[J]. Electronics Optics & Control, 2024, 31(1): 51
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Received: Feb. 14, 2023
Accepted: --
Published Online: May. 22, 2024
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