DRL-Based Channel and Latency Aware Scheduling and Resource Allocation for Multi-User Millimeter-Wave RAN

Shuyi Shen; Ticao Zhang; Shiwen Mao; Gee-Kung Chang

doi:10.1364/OFC.2021.F4I.3

Optical Fiber Communication Conference (OFC) 2021
OSA Technical Digest (Optica Publishing Group, 2021),
paper F4I.3
•https://doi.org/10.1364/OFC.2021.F4I.3

DRL-Based Channel and Latency Aware Scheduling and Resource Allocation for Multi-User Millimeter-Wave RAN

Shuyi Shen, Ticao Zhang, Shiwen Mao, and Gee-Kung Chang

Optical Fiber Communication Conference 2021

Washington, DC United States
6–11 June 2021
ISBN: 978-1-943580-86-6

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Low Latency Access Networks (F4I)

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S. Shen, T. Zhang, S. Mao, and G. Chang, "DRL-Based Channel and Latency Aware Scheduling and Resource Allocation for Multi-User Millimeter-Wave RAN," in Optical Fiber Communication Conference (OFC) 2021, P. Dong, J. Kani, C. Xie, R. Casellas, C. Cole, and M. Li, eds., OSA Technical Digest (Optica Publishing Group, 2021), paper F4I.3.

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Abstract

A DRL-based uplink resource allocation algorithm with channel condition and latency awareness is demonstrated for multi-user RAN. The algorithm is verified experimentally with dynamic RoF-mmWave channels, achieving 19% reward improvement compared to conventional scheduling schemes.

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