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Autonomous and flexible multiagent systems enhance transport logistics

机译:自主且灵活的多代理系统可增强运输物流

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This paper presents an autonomous multiagent system which optimizes the planning and scheduling of industrial processes using the example of courier and express services. In order to handle the rising demands and to capitalize on the increasing optimization potential in transport logistics, which both result from the consequent integration of industrial processes into the Internet of Things and Services, the presented dispAgent solution ensures a flexible, adaptive, and proactive system behavior. Intelligent, selfishly acting agents represent logistic entities, which communicate and negotiate with each other to optimize the allocation of orders to transport facilities. The system has been developed in cooperation with our industrial partner tiramizoo, which is an expert in courier and express services. In order to determine the quality of the computed solutions, we evaluated the system using an established benchmark set and compared the results to best-known solutions. In addition, we further validated the system's performance by multiple simulations of real-world scenarios relying on data which was provided by our industrial partner. The results show that the system achieves high quality solutions for the benchmark set and outperforms a standard dispatching software product in real-world scenarios.
机译:本文介绍了一个自主的多代理系统,该系统以快递和快递服务为例优化了工业流程的计划和调度。为了处理不断增长的需求并利用运输物流中不断增长的优化潜力(这两者都源于将工业流程集成到物联网和服务中),提出的dispAgent解决方案确保了灵活,自适应和主动的系统行为。聪明,自私的代理人代表物流实体,它们相互通信和协商以优化向运输设施的订单分配。该系统是与我们的行业合作伙伴tiramizoo合作开发的,tiramizoo是快递和快递服务方面的专家。为了确定计算出的解决方案的质量,我们使用已建立的基准集对系统进行了评估,并将结果与​​最知名的解决方案进行了比较。此外,我们还根据工业伙伴提供的数据,通过对现实世界场景的多次模拟进一步验证了系统的性能。结果表明,该系统为基准测试集提供了高质量的解决方案,并且在实际场景中的性能优于标准的调度软件产品。

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