Reputation guided Genetic Scheduling Algorithm for Independent Tasks in Inter-Clouds Environments

被引:16
|
作者
Pop, Florin [1 ]
Cristea, Valentin [1 ]
Bessis, Nik [2 ]
Sotiriadis, Stelios [2 ]
机构
[1] Univ Politehn Bucuresti, Dept Comp Sci, Bucharest, Romania
[2] Univ Derby, Sch Comp & Maths, Derby, England
关键词
Reputation; Scheduling; Genetic Algorithm; Independent Tasks; Cloud Computing; COMPUTING SYSTEMS;
D O I
10.1109/WAINA.2013.206
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Evolutionary computing offers different methods to solve NP-hard problems, finding a near-optimal solution. Task scheduling is a complex problem for large environments like Clouds. Genetic algorithms are a good method to find a solution for this problem considering multi-criteria constrains. This is also a method used for optimization. In these type of environments service providers want to increase the profit and the customers (end-users) want to minimize the costs. So, its all about money and we have minimum two optimization constrains. On the other hand, a good technique to ensure the QoS is to use the reputation of resources offered. This aspect is very important for service providers because represents a ranking method for them. We present in this paper a reputation guided genetic scheduling algorithm for independent tasks in inter-Clouds environments. The reputation is considered in the selection phase of genetic algorithm as an evolutionary criteria for the algorithm. We evaluate the proposed solution considering load-balancing as a way to measure the optimization impact for providers and maxspan as a metric for user performance.
引用
收藏
页码:772 / 776
页数:5
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