Dynamic Load Balancing in Hybrid Switching Data Center Networks with Converters

被引:8
|
作者
Zheng, Jiaqi [1 ]
Zheng, Qiming [2 ]
Gao, Xiaofeng [2 ]
Chen, Guihai [1 ,2 ]
机构
[1] Nanjing Univ, State Key Lab Novel Software Technol, Nanjing, Jiangsu, Peoples R China
[2] Shanghai Jiao Tong Univ, Shanghai, Peoples R China
来源
PROCEEDINGS OF THE 48TH INTERNATIONAL CONFERENCE ON PARALLEL PROCESSING (ICPP 2019) | 2019年
基金
国家重点研发计划; 中国国家自然科学基金;
关键词
D O I
10.1145/3337821.3337898
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Today's data centers rely on scale-out architectures like fat-tree, BCube, VL2, etc. to connect a large number of commodity servers. It's important to balance the traffic load across the available links. Since the traditional electrical network cannot perfectly respond to the traffic variations in data centers, a growing trend is to introduce converters with adjustable optical links instead of adding more wiring links. However, little is known today about how to fully exploit the potential of the flexibility from the converters: the joint optimization on adjusting the optical links inside the converters and the routing in the whole network remains algorithmically challenging. In this paper, we initiate the study of dynamic load balancing problem (DLBP) in hybrid switching data center networks with converters. We design a set of specific converters for Diamond, VL2, BCube topologies to introduce more flexibility. Based on it, the connections of the optical links inside the converter and the route for each flow needs to be jointly optimized to minimize the maximum link utilization in the whole network. We formulate DLBP as an optimization program and prove that it's not only NP-hard, but also rho-inapproximation. Further, we design a greedy algorithm to solve it. Extensive experiments show that our algorithm can reduce the traffic congestion by 12% on average.
引用
收藏
页数:10
相关论文
共 50 条
  • [1] Learning to Configure Converters in Hybrid Switching Data Center Networks
    Zheng, Jiaqi
    Du, Zhuoxuan
    Zha, Zhenqing
    Yang, Zixuan
    Gao, Xiaofeng
    Chen, Guihai
    IEEE-ACM TRANSACTIONS ON NETWORKING, 2024, 32 (01) : 520 - 534
  • [2] Dynamic Load Balancing for Software-Defined Data Center Networks
    Chen, Yun
    Chen, Weihong
    Hu, Yao
    Zhang, Lianming
    Wei, Yehua
    COLLABORATE COMPUTING: NETWORKING, APPLICATIONS AND WORKSHARING, COLLABORATECOM 2016, 2017, 201 : 286 - 301
  • [3] Dynamic Distributed Flow Scheduling with Load Balancing for Data Center Networks
    Bharti, Sourabh
    Pattanaik, K. K.
    4TH INTERNATIONAL CONFERENCE ON AMBIENT SYSTEMS, NETWORKS AND TECHNOLOGIES (ANT 2013), THE 3RD INTERNATIONAL CONFERENCE ON SUSTAINABLE ENERGY INFORMATION TECHNOLOGY (SEIT-2013), 2013, 19 : 124 - 130
  • [4] Dynamic Load Balancing in SDN-Based Data Center Networks
    Zakia, Umme
    Ben Yedder, Hanene
    2017 8TH IEEE ANNUAL INFORMATION TECHNOLOGY, ELECTRONICS AND MOBILE COMMUNICATION CONFERENCE (IEMCON), 2017, : 242 - 247
  • [5] An SDN-based Hybrid Strategy for Load Balancing in Data Center Networks
    Liu, Lu
    Jiang, Yong
    Shen, Gengbiao
    Li, Qing
    Lin, Dong
    Li, Li
    Wang, Yi
    2019 IEEE SYMPOSIUM ON COMPUTERS AND COMMUNICATIONS (ISCC), 2019, : 893 - 898
  • [6] Research on Load Balancing in Data Center Networks
    Shen G.-B.
    Li Q.
    Jiang Y.
    Wang Y.
    Xu M.-W.
    Li, Qing (liq8@sustech.edu.cn), 1600, Chinese Academy of Sciences (31): : 2221 - 2244
  • [7] Load Balancing in Data Center Networks: A Survey
    Zhang, Jiao
    Yu, F. Richard
    Wang, Shuo
    Huang, Tao
    Liu, Zengyi
    Liu, Yunjie
    IEEE COMMUNICATIONS SURVEYS AND TUTORIALS, 2018, 20 (03): : 2324 - 2352
  • [8] The Dynamic Sub-Topology Load Balancing Algorithm for Data Center Networks
    Wang, Liming
    Lu, Gang
    2016 INTERNATIONAL CONFERENCE ON INFORMATION NETWORKING (ICOIN), 2016, : 268 - 273
  • [9] Load balancing with traffic isolation in data center networks
    Zhang, Tao
    Zhang, Qianqiang
    Lei, Yasi
    Zou, Shaojun
    Huang, Juan
    Li, Fangmin
    FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2022, 127 : 126 - 141
  • [10] Hybrid Optical Switching for Data Center Networks
    Fiorani, Matteo
    Aleksic, Slavisa
    Casoni, Maurizio
    JOURNAL OF ELECTRICAL AND COMPUTER ENGINEERING, 2014, 2014