网格中异化蚂蚁算法的鲁棒性评价

M. Bandieramonte, A. Stefano
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引用次数: 1

摘要

网格系统是在非常动态和异构的环境中开发的,其特点是高度不可预测性。事实上,某些系统性能可能会由于突然故障或不可预见的情况(例如机器故障、负载高于预期和参数估计不准确)的发生而发生变化。鲁棒调度算法的存在允许面对这样的扰动,避免了系统性能的退化。本文旨在评估异化蚂蚁算法的鲁棒性,异化蚂蚁算法是最近提出的一种元启发式算法,并成功地应用于分布式和高动态环境(如网格)中的调度,将算法置于应力条件下以评估其性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Evaluating the Robustness of the Alienated Ant Algorithm in Grids
Grid systems are developed in very dynamic and heterogeneous environments, characterized by an high level of unpredictability. Some system performance, in fact, may vary due to sudden failures or to the occurrence of circumstances unforeseeable deterministically (e.g. failure of the machines, load higher than the expected and inaccuracy in the estimation of parameters). The presence of a robust scheduling algorithm allows to face such perturbations, avoiding degradation of system performance. The paper aims to evaluate the robustness of the Alienated Ant Algorithm, a recently proposed metaheuristic and successfully applied to scheduling in distributed and highly dynamic environments such as Grid, subjecting the algorithm to stress conditions to assess its performance.
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