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fangvv/UAV-DDPG

A deep reinforcement learning system that optimizes computation offloading for UAV-assisted mobile edge computing using DDPG.

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UAV-DDPG
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This repository implements a DDPG-based algorithm to minimize processing delay in UAV-assisted mobile edge computing systems. The system jointly optimizes user scheduling, task offloading ratios, and UAV flight parameters (angle and speed) in a continuous action space. The approach addresses non-convex optimization with high-dimensional state spaces using deep deterministic policy gradient reinforcement learning. Experiments compare against DQN baselines and demonstrate convergence to optimal offloading policies.

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