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Dynamic reallocation and rescheduling of steel products using agents with strategical anticipation and virtual marketstructures

机译:使用具有战略预期和虚拟市场结构的代理商对钢铁产品进行动态重新分配和重新安排

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摘要

Abstract: A multi-agent system for the steel production is presented. It re-allocates off-spec products to existing alternative orders. The system consists of three main Industry 4.0 components: agents, service-oriented architecture (SOA) and a semantic modelling of the process chain. Using economic principles like virtual marketplaces, the solution of the reallocation is reached by means of auctions, where product agents act as sellers and order agents act as bidders. A virtual price defines the key for the matching process between order and product. To incorporate postprocessing, product agents anticipate their possibly reachable future states with first-principle models. The matching between order and product characteristics is then based on the predicted product future and the order specification. As the post-processing comes at a cost, logistics costs, administrative costs and transformation costs are also considered for constructing the virtual price. The presented system runs as online open-loop prototype at a steel plant of ArcelorMittal and shows promising results for the reallocation task.
机译:摘要:提出了一种用于钢铁生产的多代理系统。它将不合规格的产品重新分配给现有的替代订单。该系统由三个主要的Industry 4.0组件组成:代理,面向服务的体系结构(SOA)和流程链的语义建模。使用虚拟市场等经济原理,通过拍卖来实现重新分配的解决方案,其中产品代理充当卖方,订单代理充当投标人。虚拟价格定义了订单和产品之间匹配过程的关键。为了整合后处理,产品代理商可以通过第一原理模型预测其可能达到的未来状态。订单和产品特征之间的匹配随后基于预测的产品未来和订单规格。由于后处理需要付出一定的成本,因此在构建虚拟价格时也要考虑物流成本,管理成本和转换成本。提出的系统在ArcelorMittal的一家钢铁厂中作为在线开环原型运行,并显示了重新分配任务的有希望的结果。

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