Path-flow matching: Two-sided matching and multiobjective evolutionary algorithm for traffic scheduling in cloud date center network

被引:4
作者
Tan, Lizhuang [1 ]
Su, Wei [1 ]
Gao, Shuai [1 ]
Miao, Jingying [1 ]
Cheng, Yuan [1 ]
Cheng, Peng [2 ]
机构
[1] Beijing Jiaotong Univ, Sch Elect & Informat Engn, Natl Engn Lab Next Generat Internet Interconnect, Beijing, Peoples R China
[2] China Univ Petr, Coll Comp & Commun Engn, Qingdao, Shandong, Peoples R China
基金
国家重点研发计划;
关键词
OPTIMIZATION PROBLEMS; MOEA/D; ASSIGNMENT; FRAMEWORK; SELECTION; DESIGN;
D O I
10.1002/ett.3809
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
Improving the operational efficiency of data center has always been an important direction for the development of ICT. In this paper, we apply two-sided matching decision-making process in game theory to traffic scheduling problem in data center network. From the perspective of matching between flow and path, the traffic scheduling is properly arranged. We first propose and model the path-flow matching problem, considering the preference ordering, then formulate the problem as a multiobjective optimization problem with the target to ensure the stability and satisfaction from the matching scheme, and design a preference-based path-flow ordering method Extended PIAS, and finally propose a lightweight scheduling algorithm LinkGame based on multiobjective evolutionary algorithm. Compared with the previous scheduling methods (ECMP, Hedera, and Fincher), experiment results demonstrate that LinkGame can simultaneously consider the stability and satisfaction of the matching results, with improved bandwidth utilization and flow completion time.
引用
收藏
页数:18
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  • [1] Gale-Shapley Matching Game Selection-A Framework for User Satisfaction
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    Singh, Shakti
    Otrok, Hadi
    Mizouni, Rabeb
    Ouali, Anis
    [J]. IEEE ACCESS, 2019, 7 : 3694 - 3703
  • [2] An Empirical Model of the Medical Match
    Agarwal, Nikhil
    [J]. AMERICAN ECONOMIC REVIEW, 2015, 105 (07) : 1939 - 1978
  • [3] Al-Fares M., 2010, P NSDI SAN JOSE CA U, P1, DOI DOI 10.5555/1855711.1855730
  • [4] A scalable, commodity data center network architecture
    Al-Fares, Mohammad
    Loukissas, Alexander
    Vahdat, Amin
    [J]. ACM SIGCOMM COMPUTER COMMUNICATION REVIEW, 2008, 38 (04) : 63 - 74
  • [5] CONGA: Distributed Congestion-Aware Load Balancing for Datacenters
    Alizadeh, Mohammad
    Edsall, Tom
    Dharmapurikar, Sarang
    Vaidyanathan, Ramanan
    Chu, Kevin
    Fingerhut, Andy
    Vinh The Lam
    Matus, Francis
    Pan, Rong
    Yadav, Navindra
    Varghese, George
    [J]. ACM SIGCOMM COMPUTER COMMUNICATION REVIEW, 2014, 44 (04) : 503 - 514
  • [6] pFabric: Minimal Near-Optimal Datacenter Transport
    Alizadeh, Mohammad
    Yang, Shuang
    Sharif, Milad
    Katti, Sachin
    McKeown, Nick
    Prabhakar, Balaji
    Shenker, Scott
    [J]. ACM SIGCOMM COMPUTER COMMUNICATION REVIEW, 2013, 43 (04) : 435 - 446
  • [7] Data Center TCP (DCTCP)
    Alizadeh, Mohammad
    Greenberg, Albert
    Maltz, David A.
    Padhye, Jitendra
    Patel, Parveen
    Prabhakar, Balaji
    Sengupta, Sudipta
    Sridharan, Murari
    [J]. ACM SIGCOMM COMPUTER COMMUNICATION REVIEW, 2010, 40 (04) : 63 - 74
  • [8] A Supply and Demand Framework for Two-Sided Matching Markets
    Azevedo, Eduardo M.
    Leshno, Jacob D.
    [J]. JOURNAL OF POLITICAL ECONOMY, 2016, 124 (05) : 1235 - 1268
  • [9] Bai W., 2014, P 13 ACM WORKSH HOT
  • [10] A scalable traffic engineering technique in an SDN-based data center network
    Bastam, Mostafa
    Sabaei, Masoud
    Yousefpour, Ruhollah
    [J]. TRANSACTIONS ON EMERGING TELECOMMUNICATIONS TECHNOLOGIES, 2018, 29 (02):