proposed time slots
A Proposed Method for Assessing the Spatio-Temporal Distribution ...
The Time Division Multiple Access (TDMA) scheme has been proposed as the one which assures real-time messaging in a networking system.
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If the proposed time doesn't fit your schedule, feel free to suggest alternative time slots.
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.