Balancing Flow Time and Energy Consumption

Sami Davies, S. Khuller, Shi-Han Zhang
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引用次数: 1

Abstract

In this paper, we study the following batch scheduling model: find a schedule that minimizes total flow time for n uniform length jobs, with release times and deadlines, where the machine is only actively processing jobs in at most k synchronized batches of size at most B. Prior work on such batch scheduling models has considered only feasibility with no regard to the flow time of the schedule. However, algorithms that minimize the cost from the scheduler's perspective---such as ones that minimize the active time of the processor---can result in schedules where the total flow time is arbitrarily high [15]. Such schedules are not valuable from the perspective of the client. In response, our work provides dynamic programs which minimize flow time subject to active time constraints. Our main contribution focuses on jobs with agreeable deadlines; for such job instances, we introduce dynamic programs that achieve runtimes of O(B ․ k ․ n) for unit jobs and O(B ․ O(B ․ n5) for uniform length jobs. These results improve upon our modification of a different, classical dynamic programming approach by Baptiste. While the modified DP works when deadlines are non-agreeable, this solution is more expensive, with runtime O(B ․ k2 ․ n7) [7].
平衡流动时间和能量消耗
在本文中,我们研究了以下的批调度模型:找到一个调度,使n个等长作业的总流时间最小,具有释放时间和截止日期,其中机器只主动处理最多k个同步批次的作业,批次的大小最多为b。先前对此类批调度模型的研究只考虑了可行性,而不考虑调度的流时间。然而,从调度程序的角度来看,最小化成本的算法——比如最小化处理器活动时间的算法——可能会导致总流时间任意高的调度[15]。从客户的角度来看,这样的时间表是没有价值的。作为回应,我们的工作提供了动态程序,使受活动时间限制的流程时间最小化。我们的主要贡献集中在有明确截止日期的工作;对于这样的作业实例,我们引入动态程序,实现单位作业的运行时间为O(B . k . n),统一长度作业的运行时间为O(B . O(B . n5))。这些结果改进了我们对Baptiste的另一种经典动态规划方法的修改。虽然修改后的DP在截止日期不一致的情况下可以工作,但这种解决方案的成本更高,运行时间为O(B . k2 . n7)[7]。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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