基于遗传算法的单电源变速度因子多处理器系统动态电压缩放

P. R. Kumar, S. Palani
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引用次数: 14

摘要

随着嵌入式系统技术在移动系统中的应用越来越多,节能成为实时嵌入式系统设计的一个重要问题。动态电压缩放(DVS)是降低能耗的一种可能的技术。分布式交换机利用空闲时间,调节电源电压,以减少能量消耗。然而,如何优化调整电源电压是一个NP难题。本文重点研究了组合优化问题,即具有能量消耗约束的最小计划长度问题和具有能量消耗约束的最小计划长度问题。这些问题强调功率和性能之间的权衡,并定义为通过固定一个因素和最小化另一个因素来优化功率-性能产品。我们提出的分析结果给出了每个电源随工作负载的变化因子,并在满足约束条件的情况下提供相同的电源。研究了在多处理器系统上使用遗传算法对任务进行调度,从而找到最优电源并确定调度长度。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A dynamic voltage scaling with single power supply and varying speed factor for multiprocessor system using genetic algorithm
With growing of applications of the embedded system technology to mobile systems, energy efficiency is becoming an important issue for designing real time embedded systems. One of the possible techniques to reduce the energy consumption is the Dynamic Voltage Scaling (DVS). DVS utilizes the slack time and adjusts the supply voltage so as to reduce the energy expense. However, how to optimally adjust the supply voltage is a NP hard problem. This paper focuses the combinational optimization problem, namely, the problem of minimizing schedule length with energy consumption constraint and the problem of minimizing energy consumption with schedule length constraint. These problems emphasize the tradeoff between power and performance and are defined such that the power-performance product is optimized by fixing one factor and minimizing the other. We propose the analytical result which gives the variation factor of each power supply which depends on the workload and provides the same power supply while meeting the constraints. We address to the use of genetic algorithm to schedule the tasks and then find the optimal power supplies and determine the schedule length on the multiprocessor system.
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