Throughput Maximization of Virtual Machine Communications in Bandwidth-Constrained Data Centers

被引:0
|
作者
Lutz, Jeff [1 ]
Tang, Bin [1 ]
Gonzalez, Christopher [1 ]
机构
[1] Calif State Univ Dominguez Hills, Dept Comp Sci, Carson, CA 90747 USA
来源
2021 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM) | 2021年
关键词
Throughput Maximization; Virtual Machine Communication; Cloud Data Centers; Bandwidth Constraints; Approximation Algorithms; ALLOCATION; ART;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper we study a new algorithmic problem that maximizes the throughput of virtual machine (VM) communication in bandwidth-constrained data centers. Given a set of VM pairs with different bandwidth demands that are already placed inside cloud data centers, we study how to allocate the network bandwidth to the VM pairs to accommodate maximum number of VM communication while considering that cloud data centers have limited bandwidths. We refer to this throughput maximization problem as VMB. Due to the massive growth of cloud communication traffic in recent years and that service providers attempt to accommodate as many VM applications as possible in order to maximize their profits, VMB is an important problem to study. First we prove that VMB is NPhard. Then we propose a suite of algorithms to solve VMB. In particular, we propose an approximation algorithm that achieves approximation ratio of 1/(2 . inverted right perpendicularB/binverted left perpendicular . vertical bar E vertical bar(1/(inverted right perpendicularB/binverted left perpendicular+1)) + 1), where vertical bar E vertical bar is the number of edges in the data center network, B is the average bandwidth capacity on edges, and b is the average bandwidth demand of each request. We show through simulations that our algorithms are effective in accommodating large number of VM communications under different network parameters. In particular, our approximation algorithm accommodates more than 60% of total VM communications, and up to 38% more VM pairs compared to existing research.
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页数:6
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