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Abstract This paper proposes a customized hybrid deep reinforcement learning framework, termed PER–TD3–HER, for joint optimization of three-dimensional UAV trajectory design, intelligent reflecting surface (IRS) phase configuration, transmit power allocation, and time-switching energy harvesting in UAV-assisted, IRS-enabled energy-harvesting cell-free IoT networks.
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