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Open access Jul 2026

Enhanced Soft Actor–Critic with Dual-Path Channel Attention for UAV Autonomous Navigation in Complex Environments

Compared with twin delayed deep deterministic policy gradient (TD3), SAC, and representative reinforcement learning methods such as attention-mechanism SAC based on attention mechanism enhancement, the proposed DPCA-ARF-PER-SAC method shows more balanced performance in task completion, navigation safety, and path effic...

Yu-Fei Wang, Tong Zhang, Fan Zhou et al. · 1 citation

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