Int-fGrid:计算网格任务调度的2型模糊方法

Bruno M. P. Moura, G. Schneider, A. Yamin, R. Reiser, M. Pilla
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引用次数: 2

摘要

调度任务是一个已知的NP-Hard问题。随着计算能力和网络指标等变量数量的增加,甚至基于启发式的调度器也开始被潜在的复杂性压垮。计算网格(cg)以其资源和互连的异构性而闻名,并且由于这些资源可能部署在世界各地,因此不可能在任何给定时刻对系统有一个单一的、集中的、精确的视图。本文提出了一种用模糊2型逻辑处理网格环境下调度任务的不确定性和动态行为的新方法,称为Int-fGrid。该调度器在SimGrid框架中使用GridRS体系结构模型进行了仿真验证。我们的结果表明,模糊类型-2方法提供的makespans比最佳替代测试调度器xsuffage好18.5倍。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Int-fGrid: A type-2 fuzzy approach for scheduling tasks of computational grids
Scheduling tasks is a known NP-Hard problem. As grow the number of variables such as computational power and network metrics, even heuristic-based schedulers start to become overwhelmed by the underlying complexity. Computational Grids (CGs) are known for their heterogeneity of resources and interconnections, and as these resources may be deployed throughout the world, it is not possible to have a single, centralized, precise view of the system at any given moment. This paper provides a new approach with Fuzzy Type-2 logics to treat uncertainties and dynamic behavior for scheduling tasks in grid environments, named Int-fGrid. The scheduler was validated through simulations in the SimGrid framework with a model of the GridRS architecture. Our results show that the Fuzzy Type-2 approach provides makespans up to 18.5 times better than the best alternative tested scheduler XSufferage.
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