Search Results - "improved multi-agent deep deterministic policy gradient algorithm"
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Improved Multi-Agent Deep Deterministic Policy Gradient for Path Planning-Based Crowd Simulation
ISSN: 2169-3536, 2169-3536Published: Piscataway IEEE 2019Published in IEEE access (2019)“…Deep reinforcement learning (DRL) has been proved to be more suitable than reinforcement learning for path planning in large-scale scenarios. In order to more…”
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PASCAL: PopulAtion-Specific Curriculum-based MADRL for collision-free flocking with large-scale fixed-wing UAV swarms
ISSN: 1270-9638, 1626-3219Published: Elsevier Masson SAS 01.02.2023Published in Aerospace science and technology (01.02.2023)“…). Specifically, PASCAL has two core components of policy learning and knowledge transfer. For policy learning, an improved multi-agent deep deterministic policy gradient algorithm is proposed to accelerate the learning process…”
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Interception of a Single Intruding Unmanned Aerial Vehicle by Multiple Missiles Using the Novel EA-MADDPG Training Algorithm
ISSN: 2504-446X, 2504-446XPublished: Basel MDPI AG 01.10.2024Published in Drones (Basel) (01.10.2024)“…This paper proposes an improved multi-agent deep deterministic policy gradient algorithm called the equal-reward and action-enhanced multi-agent deep deterministic policy gradient (EA-MADDPG…”
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Multi-agent cooperative encirclement based on improved MADDPG algorithm
ISSN: 1742-6588, 1742-6596Published: Bristol IOP Publishing 01.11.2024Published in Journal of physics. Conference series (01.11.2024)“…In this paper, we propose an improved Multi-agent Deep Deterministic Policy Gradient algorithm with a Priority Experience Replay mechanism (PER-MADDPG…”
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