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Flexible Flow Shop Scheduling by Intelligent Multi-Agents

机译:智能多代理的灵活流量店调度

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摘要

This paper presents some important improvements to a previously proposed intelligent production system dealing with a dynamic flexible flow shop scheduling problem under a multi-stage multi-machine factory environment. These improvements greatly help upgrade the overall system performance under stable demand situations as well as under fluctuated demand situations, build the system robust against demand increase, and raise the systems machine utilization rate. The research objective is to minimize the total earliness and tardiness penalties of all jobs during any given period of time. The system works on the basis of multi-agent feedbacks that are conducted by agents which collect real-time information, make decisions, and work interactively to give corresponding solutions to each job. Comparison between the previous system and the improved one has been carried out, and the experimental results demonstrate the effectiveness of the proposed improvements under various system situations.
机译:本文对先前提出的智能生产系统提出了一些重要的改进,该系统在多级多机械工厂环境下处理动态灵活的流量店调度问题。这些改进极大地帮助升级了稳定需求情况下的整体系统性能以及在波动的需求情况下,构建系统稳健的防止需求增加,并提高了系统机器利用率。研究目标是在任何一段时间内最大限度地减少所有工作的全部较早性和迟到罚款。该系统基于由收集实时信息的代理,做出决策的代理进行多种代理反馈,以交互方式为每项工作提供相应的解决方案。已经进行了先前系统和改进的系统之间的比较,实验结果表明了各种系统情况下提出的改进的有效性。

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