A multi-agent model for reactive job shop scheduling

N. Liu, M. Abdelrahman, S. Ramaswamy
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引用次数: 18

Abstract

Scheduling can be divided into two classes, namely, predictive and reactive scheduling. The former addresses problems with initially available jobs, deterministic processing times and available machines throughout the scheduling horizon; the latter has problems with random job arrivals, non-deterministic processing times and unpredictable events such as machine breakdowns. This paper presents a complete multiple agents' framework for reactive job shop scheduling. It provides a theoretical justification that this approach is actually a completely reactive scheduling approach combining real time decision making with predictive decision making and can resolve various disruptions as flexibly as dispatching rules. The justification also includes solution schemes for dynamic job arrivals, which make full use of available information for further scheduling robustness enhancement.
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响应式作业车间调度的多智能体模型
调度可分为两类,即预测性调度和反应性调度。前者解决了初始可用作业、确定性加工时间和整个调度范围内可用机器的问题;后者存在随机作业到达、不确定处理时间和不可预测事件(如机器故障)等问题。提出了一个完整的多智能体响应式作业车间调度框架。理论证明,该方法实际上是一种实时决策与预测决策相结合的完全响应式调度方法,可以像调度规则一样灵活地解决各种干扰。该论证还包括动态作业到达的求解方案,充分利用可用信息进一步增强调度鲁棒性。
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