Power-aware prefetch in mobile environments

Liangzhong Yin, G. Cao, C. Das, A. Ashraf
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引用次数: 34

Abstract

Most of the prefetch techniques used in the current cache management schemes do not consider the power constraints of the mobile clients and other factors such as the size of the data items, the data access rate, and the data update rate. We address these issues by proposing a power-aware prefetch scheme, called the value-based adaptive prefetch (VAP) scheme. The VAP scheme defines a value function which can optimize the prefetch cost to achieve better performance. Also, VAP dynamically adjusts the number of prefetches based on the current energy level to prolong the system running time. As stretch is widely adopted as a performance metric for variable-size data requests, we show by analysis that the proposed algorithm can indeed achieve the optimal performance in terms of stretch when power consumption is considered. Simulation results demonstrate that our algorithm significantly outperforms existing prefetching algorithms under various scenarios.
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移动环境中的功率感知预取
当前缓存管理方案中使用的预取技术大多没有考虑移动客户端的功率限制以及数据项的大小、数据访问速率和数据更新速率等因素。为了解决这些问题,我们提出了一种功率感知预取方案,称为基于值的自适应预取(VAP)方案。VAP方案定义了一个值函数,该值函数可以优化预取成本,从而获得更好的性能。此外,VAP还可以根据当前的能量水平动态调整预取次数,从而延长系统的运行时间。由于拉伸被广泛用作可变大小数据请求的性能指标,我们通过分析表明,当考虑功耗时,所提出的算法确实可以在拉伸方面实现最佳性能。仿真结果表明,在各种场景下,我们的算法明显优于现有的预取算法。
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