• Title/Summary/Keyword: resource allocation (RA)

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Resource Allocation and Transmission Control Scheme using Window-Based Dynamic Bandwidth Smoothing Method (윈도우 기반 동적 대역폭 평활화 방식을 이용한 자원 할당 및 전송 제어 기법)

  • Kim Hyoung-Jin;Go Sung-Hyun;Ra In-Ho
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.9 no.5
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    • pp.943-950
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    • 2005
  • Recently, many of researches on stream transmission for satisfying each of different real-time transmission condition of the multimedia data that demands various service quality through high-speed networks have been studied actively. In this paper, we design a scheme that discriminately reserves the network resources for the transmission of each multimedia application and propose a bandwidth allocation scheme for improving the utilization ratio of free resources. And we also propose a pipelining scheme for providing flexible real-time transmission. The proposed schemes can be used to support a real-time transmission by applying feedback transmission control method based on receiving buffer for guaranteeing the synchronization conditions requested by the multimedia data. Moreover, we propose a transmission control scheme that can take the amount of network resources down to the minimum amount within the range of permissible error-range under the guarantee with no quality degradation simultaneously when the bottleneck is caused by the network congestion. Finally, we propose a dynamic bandwidth smoothing scheme that can smooth the maximum bandwidth to the demand of each video steam for giving continuous transmission to the delay sensitive video steam between senders and receivers.

A Study on PEP based on Cross-layer and Network Coding in DVB-RCS Networks (DVB-RCS 네트워크에서 Cross-layer 및 네트워크 코딩 기반 PEP 연구)

  • Lee, Kyu-Hwan;Jung, Hyun-Ki;Kim, Jae-Hyun
    • Journal of the Institute of Electronics and Information Engineers
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    • v.52 no.3
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    • pp.25-31
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    • 2015
  • In this paper, we propose PEP based on cross-layer and network coding in digital video broadcasting-return channel via satellite (DVB-RCS) networks. In particular, we propose not only a scheme of cross-layer information exchange for interaction between TCP and the resource allocation (RA) scheme in the link layer but also a tuning algorithm for the TCP contention window (CWND) by using information on the RA in the link layer and the redundancy rate for network-coded packets. The simulation results show that TCP CWND can be adjusted by RA information in the proposed protocol. Furthermore, through the transmission of network-coded packets and the proposed CWND tuning algorithm, TCP throughput is enhanced in lossy environment due to user mobility without the unnecessary resource overhead.

Graph Neural Network and Reinforcement Learning based Optimal VNE Method in 5G and B5G Networks (5G 및 B5G 네트워크에서 그래프 신경망 및 강화학습 기반 최적의 VNE 기법)

  • Seok-Woo Park;Kang-Hyun Moon;Kyung-Taek Chung;In-Ho Ra
    • Smart Media Journal
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    • v.12 no.11
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    • pp.113-124
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    • 2023
  • With the advent of 5G and B5G (Beyond 5G) networks, network virtualization technology that can overcome the limitations of existing networks is attracting attention. The purpose of network virtualization is to provide solutions for efficient network resource utilization and various services. Existing heuristic-based VNE (Virtual Network Embedding) techniques have been studied, but the flexibility is limited. Therefore, in this paper, we propose a GNN-based network slicing classification scheme to meet various service requirements and a RL-based VNE scheme for optimal resource allocation. The proposed method performs optimal VNE using an Actor-Critic network. Finally, to evaluate the performance of the proposed technique, we compare it with Node Rank, MCST-VNE, and GCN-VNE techniques. Through performance analysis, it was shown that the GNN and RL-based VNE techniques are better than the existing techniques in terms of acceptance rate and resource efficiency.