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基于模糊聚类的复杂系统资源调度

Keywords: 复杂系统,实时任务,资源利用率,模糊聚类

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Abstract:

为了提高复杂软硬件系统的资源利用率、及时响应实时任务,采用模糊聚类方法建立了任务-资源模糊聚类分析模型.用平均距离表示模糊集的隶属度,并定义了模糊相似系数,设计了资源聚类算法(resourceclusteringalgorithm,RCA),将历史任务-资源库里的任务与实时任务进行聚类.系统根据聚类结果分析实时任务资源占用情况,从而实现系统对实时任务的快速响应.在某复杂软硬件系统上进行了仿真测试,结果表明所提算法可实现资源的合理调度.

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