Lyapunov-Guided Deep Reinforcement Learning for Semantic-Aware AoI Minimization in UAV-Assisted Wireless Networks

Yusi Long; Shimin Gong; Sumei Sun; Gary C.F. Lee; Lanhua Li; Dusit Niyato

doi:10.1109/twc.2025.3552809

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Lyapunov-Guided Deep Reinforcement Learning for Semantic-Aware AoI Minimization in UAV-Assisted Wireless Networks

Yusi Long Shimin Gong Sumei Sun Gary C.F. Lee Lanhua Li Dusit Niyato

Year: 2025 Journal: IEEE Transactions on Wireless Communications Vol: 24 (8)Pages: 6351-6364 Publisher: Institute of Electrical and Electronics Engineers

DOI: 10.1109/twc.2025.3552809

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Keywords:

Computer science Reinforcement learning Minification Wireless Artificial intelligence Wireless network Lyapunov function Computer network Machine learning Telecommunications World Wide Web

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Indoor and Outdoor Localization Technologies

Physical Sciences → Engineering → Electrical and Electronic Engineering

UAV Applications and Optimization

Physical Sciences → Engineering → Aerospace Engineering

Cognitive Radio Networks and Spectrum Sensing

Physical Sciences → Computer Science → Computer Networks and Communications

Lyapunov-Guided Deep Reinforcement Learning for Semantic-Aware AoI Minimization in UAV-Assisted Wireless Networks

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