Resource allocation based on multi-objective programming in economy grid: design and performance evaluation

Chun-tian Cheng, Zhijie Li, Fei-xue Huang, Zhendong Cui
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引用次数: 4

Abstract

This paper presents an economic-based resource allocation algorithm - mix optimization algorithm to meet user requirements in proportional resource sharing grid environment. The mix optimization algorithm is targeted to minimize two objectives, i.e., competing users 'processing cost and competing users' executing time with budget and deadline constraints, using multi-objective programming method. After establishing evaluating function of the optimal problem, a method similar to alpha-method is introduced to determine weight coefficients which define the relative importance of different optimization objective. The experimental results show that mix optimization algorithm leads to more efficient resource allocation than algorithms with single optimal goal (time optimization and cost optimization)
经济网格中基于多目标规划的资源分配:设计与性能评价
为满足比例资源共享网格环境下的用户需求,提出了一种基于经济的资源分配算法——混合优化算法。混合优化算法采用多目标规划方法,在预算和期限约束下,以最小化竞争用户的处理成本和最小化竞争用户的执行时间两个目标为目标。在建立了最优问题的评价函数后,引入了一种类似于α法的方法来确定权重系数,确定了不同优化目标的相对重要性。实验结果表明,混合优化算法比单一优化目标(时间优化和成本优化)的算法更有效地分配资源。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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