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单步预测的单机调度算法及其仿真分析
Simulation Analysis of One-Step Predictive Algorithm for Single Machine Scheduling Problem
【摘要】 调度问题中在线算法只能够利用已经到达的工件信息进行调度,但在实际生产中,往往有可能预知即将到达的未来工件信息,并且利用信息进行决策。针对经典单机加权完工时间调度问题,根据预测控制的思想,提出了一种单步预测调度的算法,并且分别在理论证明和仿真两方面进行了分析。对单步预测调度算法进行了性能分析,在理论上证明了预测调度算法的竞争比下界为2,对于一般的情况进行了大量的仿真比较,由于在调度中增加了未来信息,单步预测调度算法的调度结果优于在线调度算法。
【Abstract】 For scheduling problems,online algorithms only use the information of jobs that have arrived.But in real manufacturing environment,sometimes information about future jobs can be predicted and then be used in decision-making.This paper applies the predictive control theory to a classic scheduling problem,proposes a predictive scheduling algorithm and analyzes it by theoretical proof and simulation.The lower bound of it is proved to be 2,with regarding to the simulation of more general instances,single-step scheduling outperforms online scheduling because it takes more future changes into consideration.
【Key words】 Predictive scheduling; Competitive ratio; Lower bound; Total weighted completion time;
- 【文献出处】 计算机仿真 ,Computer Simulation , 编辑部邮箱 ,2009年01期
- 【分类号】O223
- 【被引频次】3
- 【下载频次】154