A Load Balancing Game Approach for VM Provision Cloud Computing Based on Ant Colony Optimization

被引:6
|
作者
Khiet Thanh Bui [1 ]
Tran Vu Pham [1 ]
Hung Cong Tran [2 ]
机构
[1] Ho Chi Minh City Univ Technol, Fac Comp Sci & Engn, Ho Chi Minh City, Vietnam
[2] Posts & Telecoms Inst Technol, Training & Sci Technol Dept, Ho Chi Minh City, Vietnam
关键词
Load balancing; VM provision; Non-cooperative game; Ant Colony Optimization; RESOURCE-ALLOCATION; SYSTEMS;
D O I
10.1007/978-3-319-56357-2_6
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The resource management on cloud computing is a major challenge. Resource management in cloud computing environment can be divided into two phases: resource provisioning and resource scheduling. In this paper, we propose VM provision solution ensure to balance the goals of the party stakeholders including service providers and customers based on game theory. The optimal or near optimal solution is approximated by meta-heuristic algorithm - Ant Colony Optimization (ACO) based on Nash equilibrium. In the experiments, the Ant System, Max-Min Ant System, Ant Colony System algorithm are applied to solve the game. The simulation results show how to use the coefficients to achieve load balancing in VM provision. These coefficients depend on objectives of cloud computing service providers.
引用
收藏
页码:52 / 63
页数:12
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