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A multi-agent platform for auction-based allocation of loads in transportation logistics

机译:一种多代理平台,用于基于拍卖的运输物流负荷分配

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摘要

This paper describes an agent-based platform for the allocation of loads in distributed transportation logistics, developed as a collaboration between CWI, Dutch National Center for Mathematics and Computer Science, Amsterdam and Vos Logistics Organizing, Nijmegen, The Netherlands. The platform follows a real business scenario proposed by Vos, and it involves a set of agents bidding for transportation loads to be distributed from a central depot in the Netherlands to different locations across Germany. The platform supports both human agents (i.e. transportation planners), who can bid through specialized planning and bidding interfaces, as well as automated, software agents. We exemplify how the proposed platform can be used to test both the bidding behaviour of human logistics planners, as well as the performance of automated auction bidding strategies, developed for such settings. The paper first introduces the business problem setting and then describes the architecture and main characteristics of our auction platform. We conclude with a preliminary discussion of our experience from a human bidding experiment, involving Vos planners competing for orders both against each other and against some (simple) automated strategies.
机译:本文介绍了一种基于代理的分布式运输物流中的负载分配平台,该平台是CWI,阿姆斯特丹国家数学和计算机科学国家中心和阿姆斯特丹Nijmegen的Vos Logistics Organisation合作开发的。该平台遵循Vos提出的真实业务场景,它涉及一组代理商,竞标从荷兰的中央仓库到德国各地的运输负载。该平台支持可以通过专门的计划和投标界面进行投标的人工代理(即运输计划员)以及自动化的软件代理。我们举例说明了如何使用拟议的平台来测试人力物流计划人员的竞标行为以及针对此类设置开发的自动拍卖竞标策略的性能。本文首先介绍了业务问题的设置,然后介绍了我们拍卖平台的体系结构和主要特征。最后,我们将对来自人工投标实验的经验进行初步讨论,其中涉及Vos计划人员相互竞争以及与某些(简单)自动化策略竞争订单。

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