Required Delay-based Network Sub-Slices Resource Optimization for 5G Radio Access Network

Ravindran, Sharvari; Chaudhuri, Saptarshi; Bapat, Jyotsna; Das, Debabrata

doi:10.1109/ants47819.2019.9118151

Cited by 3 publications

References 7 publications

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Distortion‐less video wireless transmission in 5G new radio using delay‐distortion‐rate optimization (DDRO)

Maheswari,

Padmaja

2024

Int J Communication

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SummaryIn this paper, a novel strategy of video communication over a 5G platform of new radio (NR) is developed, and it is named ViNR. With the support of optimization on the ViNR quality of service (QoS) system design, we stretched the outdated R‐D optimization to a novel delay‐distortion‐rate optimization (DDRO) control method. The entire model is partitioned with two types of coding: source coding and channel coding. For source coding, we affianced the inter‐frame prediction method of independent predicted frames (IPPPP) with Lagrange multiplier optimization. Channel coding is intricate with the minimization of delay‐distortion and getting the most out of the rate using resource allocation optimization in terms of sub‐slice allocation. To perform this sub‐slice resource assignment with optimization of DDR, the isolation resource allocation is premeditated in this work to ensure the service level profile of various groups of resource slots or grids dealing with the subject of middling delay and rate. The widespread simulation results divulge that the proposed algorithm NR‐DDRO achieves better QoS parameters of delay, distortion, and rate with the metrics of end‐to‐end distortion, encoding Y‐PSNR, encoding bit rate, encoding time, end‐to‐end PSNR, optimization time, and complete computation time.

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Distortion‐less video wireless transmission in 5G new radio using delay‐distortion‐rate optimization (DDRO)

Maheswari,

Padmaja

2024

Int J Communication

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A sub-action aided deep reinforcement learning framework for latency-sensitive network slicing

Xiao

Chen

et al. 2022

Computer Networks

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Efficient Service Allocation Scheduling Algorithms for 5G User Equipments in Slice-in-Slice Networks

Ravindran

Chaudhuri

Bapat

et al. 2021

2021 IEEE International Conference on Advanced Networks and Telecommunications Systems (ANTS)

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Required Delay-based Network Sub-Slices Resource Optimization for 5G Radio Access Network

Cited by 3 publications

References 7 publications

Distortion‐less video wireless transmission in 5G new radio using delay‐distortion‐rate optimization (DDRO)

Distortion‐less video wireless transmission in 5G new radio using delay‐distortion‐rate optimization (DDRO)

A sub-action aided deep reinforcement learning framework for latency-sensitive network slicing

Efficient Service Allocation Scheduling Algorithms for 5G User Equipments in Slice-in-Slice Networks

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