Bandwidth-Aware Rescheduling Mechanism in SDN-Based Data Center Networks

被引:1
|
作者
Chuang, Ming-Chin [1 ]
Yen, Chia-Cheng [2 ]
Hung, Chia-Jui [1 ]
机构
[1] China Univ Technol, Dept Comp Sci & Informat Engn, Taipei 11695, Taiwan
[2] Univ Calif Davis, Dept Comp Sci, Davis, CA 95616 USA
关键词
software-defined network; rescheduling; bandwidth-aware; Hadoop; SOFTWARE-DEFINED NETWORKING; OPENFLOW; MAPREDUCE;
D O I
10.3390/electronics10151774
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Recently, with the increase in network bandwidth, various cloud computing applications have become popular. A large number of network data packets will be generated in such a network. However, most existing network architectures cannot effectively handle big data, thereby necessitating an efficient mechanism to reduce task completion time when large amounts of data are processed in data center networks. Unfortunately, achieving the minimum task completion time in the Hadoop system is an NP-complete problem. Although many studies have proposed schemes for improving network performance, they have shortcomings that degrade their performance. For this reason, in this study, we propose a centralized solution, called the bandwidth-aware rescheduling (BARE) mechanism for software-defined network (SDN)-based data center networks. BARE improves network performance by employing a prefetching mechanism and a centralized network monitor to collect global information, sorting out the locality data process, splitting tasks, and executing a rescheduling mechanism with a scheduler to reduce task completion time. Finally, we used simulations to demonstrate our scheme's effectiveness. Simulation results show that our scheme outperforms other existing schemes in terms of task completion time and the ratio of data locality.
引用
收藏
页数:17
相关论文
共 50 条
  • [1] Bandwidth-aware Energy Efficient Routing with SDN in Data Center Networks
    Xu, Guan
    Dai, Bin
    Huang, Benxiong
    Yang, Jun
    [J]. 2015 IEEE 17TH INTERNATIONAL CONFERENCE ON HIGH PERFORMANCE COMPUTING AND COMMUNICATIONS, 2015 IEEE 7TH INTERNATIONAL SYMPOSIUM ON CYBERSPACE SAFETY AND SECURITY, AND 2015 IEEE 12TH INTERNATIONAL CONFERENCE ON EMBEDDED SOFTWARE AND SYSTEMS (ICESS), 2015, : 766 - 771
  • [2] Bandwidth-aware energy efficient flow scheduling with SDN in data center networks
    Xu, Guan
    Dai, Bin
    Huang, Benxiong
    Yang, Jun
    Wen, Sheng
    [J]. FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2017, 68 : 163 - 174
  • [3] BAHS: A Bandwidth-Aware Heterogeneous Scheduling Approach for SDN-based Cluster Systems
    Shen, Jingyun
    Luo, Zheng
    Wu, Chentao
    Li, Jie
    [J]. 2017 15TH IEEE INTERNATIONAL SYMPOSIUM ON PARALLEL AND DISTRIBUTED PROCESSING WITH APPLICATIONS AND 2017 16TH IEEE INTERNATIONAL CONFERENCE ON UBIQUITOUS COMPUTING AND COMMUNICATIONS (ISPA/IUCC 2017), 2017, : 638 - 645
  • [4] Novel resource allocation mechanism for SDN-based data center networks
    Yi, Bo
    Wang, Xingwei
    Huang, Min
    Zhao, Yong
    [J]. JOURNAL OF NETWORK AND COMPUTER APPLICATIONS, 2020, 155
  • [5] Coflow-Aware Dynamic Routing for SDN-based Data Center Networks
    Li, Yifan
    Li, Jie
    Ji, Yusheng
    Gu, Yu
    Chen, Lin
    [J]. 2017 9TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS AND SIGNAL PROCESSING (WCSP), 2017,
  • [6] Elephant Flow Detection Mechanism in SDN-Based Data Center Networks
    Tang, Qian
    Zhang, Huan
    Dong, Jun
    Zhang, Lianming
    [J]. SCIENTIFIC PROGRAMMING, 2020, 2020
  • [7] A congestion-aware and robust multicast protocol in SDN-based data center networks
    Zhu, Tingwei
    Feng, Dan
    Wang, Fang
    Hua, Yu
    Shi, Qingyu
    Xie, Yanwen
    Wan, Yong
    [J]. JOURNAL OF NETWORK AND COMPUTER APPLICATIONS, 2017, 95 : 105 - 117
  • [8] A Management Model for SDN-based Data Center Networks
    Xu, Yifei
    Yan, Yue
    Dai, Zhuyun
    Wang, Xiaolin
    [J]. 2014 IEEE CONFERENCE ON COMPUTER COMMUNICATIONS WORKSHOPS (INFOCOM WKSHPS), 2014, : 113 - +
  • [9] Multipath Routing in SDN-based Data Center Networks
    Lei, Yi-Chih
    Wang, Kuochen
    Hsu, Yi-Huai
    [J]. 2015 EUROPEAN CONFERENCE ON NETWORKS AND COMMUNICATIONS (EUCNC), 2015, : 365 - 369
  • [10] SDN-Based ECMP Algorithm for Data Center Networks
    Zhang, Hailong
    Guo, Xiao
    Yan, Jinyao
    Liu, Bo
    Shuai, Qianjun
    [J]. 2014 IEEE COMPUTING, COMMUNICATIONS AND IT APPLICATIONS CONFERENCE (COMCOMAP), 2014, : 13 - 18