Joint optimization of routing and VM resource allocation for multimedia cloud

被引:0
|
作者
Wenqiang Gong
Jinyao Yan
Xiaoming Nan
Yun Tie
机构
[1] Communication University of China,The School of Information Engineering
[2] Communication University of China,The Key Laboratory of Media Audio and Video (Ministry of Education)
[3] Ryerson University,The Department of Electrical and Computer Engineering
[4] The Zhengzhou University,undefined
来源
Multimedia Systems | 2019年 / 25卷
关键词
Multimedia cloud; Cloud network model; QoS routing; Resource allocation; Optimization algorithm;
D O I
暂无
中图分类号
学科分类号
摘要
With the development of cloud computing, cloud data centers provide powerful platforms for multimedia services. Still, QoS routing and resource allocation are two main challenges to optimize the multimedia services. The QoS routing affects the transmission time, while the resource allocation determines the resource utilization in cloud. In this paper, we introduce a cloud network model. Based on the model, we analyze the transmission delay among data centers, and propose a QoS-SPA routing algorithm. Furthermore, we study the optimal VM allocation problem with the objective to minimize the resource cost subject to the network transmission delay among data centers. As the optimization problem is NP-hard, we propose an efficient heuristic, price-performance ratio-based heuristic algorithm (PPR-HA), to achieve a sub-optimal solution. The extensive experimental results demonstrate that joint optimization of routing and VM with QoS-SPA and PPR-HA can effectively reduce the transmission delay among data centers and improve the resource utilization in cloud.
引用
收藏
页码:355 / 369
页数:14
相关论文
共 50 条
  • [1] Joint optimization of routing and VM resource allocation for multimedia cloud
    Gong, Wenqiang
    Yan, Jinyao
    Nan, Xiaoming
    Tie, Yun
    [J]. MULTIMEDIA SYSTEMS, 2019, 25 (04) : 355 - 369
  • [2] Optimal Routing and Resource Allocation for Multimedia Cloud Computing
    Gong, Wenqiang
    Yan, Jinyao
    Chen, Zheng
    [J]. 2014 10TH INTERNATIONAL CONFERENCE ON HETEROGENEOUS NETWORKING FOR QUALITY, RELIABILITY, SECURITY AND ROBUSTNESS (QSHINE), 2014, : 137 - 138
  • [3] Joint Optimization of Resource Allocation and Workload Scheduling for Cloud based Multimedia Services
    Nan, Xiaoming
    He, Yifeng
    Guan, Ling
    [J]. 2016 IEEE 18TH INTERNATIONAL WORKSHOP ON MULTIMEDIA SIGNAL PROCESSING (MMSP), 2016,
  • [4] An Optimal VM Resource Allocation For Near-Client-Datacenter For Multimedia Cloud
    Gong, Wenqiang
    Chen, Zheng
    Yan, Jinyao
    Shuai Qianjun
    [J]. 2014 SIXTH INTERNATIONAL CONFERENCE ON UBIQUITOUS AND FUTURE NETWORKS (ICUFN 2014), 2014, : 249 - 254
  • [5] BIJO: Bilevel Interactive Joint Optimization for Resource Allocation and Routing Generation
    Li, Jitong
    Tian, Ye
    Yang, Yuan
    Wang, Wendong
    Gong, Xiangyang
    Que, Xirong
    [J]. 2024 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE, WCNC 2024, 2024,
  • [6] Joint resource allocation and routing optimization for spectrum aggregation based CRAHNs
    Chen, Jian
    Xie, Yunhe
    Jia, Jie
    Zhang, Mingyang
    Wang, Qinghu
    Wang, Xingwei
    [J]. PEER-TO-PEER NETWORKING AND APPLICATIONS, 2021, 14 (03) : 1317 - 1333
  • [7] Joint resource allocation and routing optimization for spectrum aggregation based CRAHNs
    Jian Chen
    Yunhe Xie
    Jie Jia
    Mingyang Zhang
    Qinghu Wang
    Xingwei Wang
    [J]. Peer-to-Peer Networking and Applications, 2021, 14 : 1317 - 1333
  • [8] Resource Allocation for Video Transcoding in the Multimedia Cloud
    Sahoo, Sampa
    Parida, Ipsita
    Mishra, Sambit Kumar
    Sahoo, Bibhdatta
    Turuk, Ashok Kumar
    [J]. RECENT FINDINGS IN INTELLIGENT COMPUTING TECHNIQUES, VOL 1, 2019, 707 : 525 - 532
  • [9] An Efficient Dynamic Resource Allocation Strategy for VM Environment in Cloud
    Nagpure, Mahesh B.
    Dahiwale, Prashant
    Marbate, Punam
    [J]. 2015 INTERNATIONAL CONFERENCE ON PERVASIVE COMPUTING (ICPC), 2015,
  • [10] Joint Optimization on Both Routing and Resource Allocation for Millimeter Wave Cellular Networks
    Ji, Pengshuo
    Jia, Jie
    Chen, Jian
    [J]. IEEE ACCESS, 2019, 7 (93631-93642): : 93631 - 93642