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Beam-ACO Distributed Optimization Applied to Supply-Chain Management

机译:Beam-ACO分布式优化应用于供应链管理

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摘要

The distributed optimization paradigm based on Ant Colony Optimization (ACO) is a new management technique that uses the pheromone matrix to exchange information between the different subsystems to be optimized in the supply-chain. This paper proposes the use of the hybrid algorithm Beam-ACO, that fuses Beam-Search and ACO, to implement the same management concept. The Beam-ACO algorithm is used here to optimize the supplying, the distributer and the logistic agents of the supply-chain. Further, this paper implements the concept in a software platform that allows the pheromone matrix exchange through the different agents, using the TCP/IP protocol and data base systems. The results show that the distributed optimization paradigm can still be applied on supply chains where the different agents are optimized by different algorithms and that the use of the Beam-ACO in the supplying agent improves the local and the global results of the supply chain.
机译:基于蚁群优化(ACO)的分布式优化范式是一种新的管理技术,它使用信息素矩阵在供应链中要优化的不同子系统之间交换信息。本文提出将Beam-Search和ACO融合在一起的混合算法Beam-ACO的使用,以实现相同的管理概念。 Beam-ACO算法在这里用于优化供应链的供应,分配器和物流代理。此外,本文在软件平台中实现了该概念,该软件平台允许使用TCP / IP协议和数据库系统通过不同的代理交换信息素矩阵。结果表明,分布式优化范例仍然可以应用于通过不同算法对不同代理进行优化的供应链,并且在供应代理中使用Beam-ACO可以改善供应链的局部和全局结果。

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