vue dynamic slots
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Proximal Policy Optimization for Up/Downlink Time Slots Allocation in 5/6G Dynamic TDD Networks -KSII Transactions on Internet and Information Systems (TIIS) | Korea Science
In recent years, the significant development of 5G and beyond networks has led to a notable increase in user demand for up/downlink data rates in mobile communication systems, giving rise to challenges due to the limited availability of radio resources. To address this issue, an effective up/downlink time slots allocation has been investigated in dynamic time division duplex (TDD) based mobile wireless networks. We propose a novel method leveraging the proximal policy optimization (PPO) algorithm, a state-of-the-art technique in deep reinforcement learning, to intelligently schedule up/downlink TDD time slots. The proposed algorithm dynamically assigns up/downlink time slots in response to the changing numbers of up/downlink requests, diverse quality of service (QoS) requirements, and mobility scenarios, aiming to maximize both uplink and downlink sum-rates while ensuring minimum up/downlink data rates are satisfied. Simulation results demonstrate that the proposed algorithm achieves a superior network performance in terms of the data sum-rate compared to other benchmark approaches in dynamic TDD networks.
MASTERING ARNE SLOT'S LIVERPOOL TACTICS IN EA FC 25
Unleash the power of Arne Slot's tactical genius in FC 25! Dive deep into mastering Liverpool's dynamic 4-2-3-1 formation, featuring high pressing, fluid cou...