首页> 外文期刊>Computers in Industry >Dynamic workforce allocation in a constrained flow shop with multi-agent system
【24h】

Dynamic workforce allocation in a constrained flow shop with multi-agent system

机译:具有多智能体系统的受限流程车间中的动态劳动力分配

获取原文
获取原文并翻译 | 示例
       

摘要

The present work addresses the problem of real time workforce scheduling in assembly lines where the number of operators is less to the number of workstations. The problem is faced developing a two-steps procedure made of (i) a centralized scheduling based on a constraint optimization problem (COP) for initial operator scheduling, and (ii) a decentralized algorithm performed by a multiagent system (MAS) to manage workers in case of unforeseen events.In the proposed MAS architecture, Agents represent the operators trying to find local assignments for themselves. The system is validated with a simulation model and implemented with a hardware infrastructure in a real assembly line of electromechanical components. The main original contribution of the paper consists in proving - by means of both validation through a simulation model and test in a real assembly line of electromechanical components - that (1) multi-agent systems could be successfully adopted to solve a workforce scheduling problem, and (2) a combined approach consisting of centralized + distributed approach would provide better results compared with the application of one of the two approaches alone.
机译:本工作解决了装配线中实时劳动力调度的问题,其中操作员的数量少于工作站的数量。开发此问题面临两步过程,该过程由(i)基于约束优化问题(COP)的集中式调度用于初始操作员调度,以及(ii)由多代理系统(MAS)执行以管理工人的分散算法在提出的MAS体系结构中,代理代表运营商试图为自己寻找本地分配。该系统已通过仿真模型验证,并在实际的机电组件装配线中通过硬件基础结构实施。该论文的主要原始贡献在于,通过仿真模型验证和在实际的机电组件装配线中进行测试,来证明(1)多智能体系统可以成功地解决劳动力调度问题, (2)与仅使用两种方法之一相比,由集中式+分布式方法组成的组合方法将提供更好的结果。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号