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Robust Optimization of Fourth Party Logistics Network Design under Disruptions

机译:中断下第四派物流网络设计的鲁棒优化

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摘要

The Fourth Party Logistics (4PL) network faces disruptions of various sorts under the dynamic and complex environment. In order to explore the robustness of the network, the 4PL network design with consideration of random disruptions is studied. The purpose of the research is to construct a 4PL network that can provide satisfactory service to customers at a lower cost when disruptions strike. Based on the definition of β-robustness, a robust optimization model of 4PL network design under disruptions is established. Based on the NP-hard characteristic of the problem, the artificial fish swarm algorithm (AFSA) and the genetic algorithm (GA) are developed. The effectiveness of the algorithms is tested and compared by simulation examples. By comparing the optimal solutions of the 4PL network for different robustness level, it is indicated that the robust optimization model can evade the market risks effectively and save the cost in the maximum limit when it is applied to 4PL network design.
机译:第四方物流(4PL)网络面临动态和复杂环境下各种排序的中断。为了探索网络的稳健性,研究了考虑随机中断的4PL网络设计。该研究的目的是构建一个4PL网络,可以在中断罢工时以较低的成本为客户提供令人满意的服务。基于β稳健性的定义,建立了在中断下4PL网络设计的强大优化模型。基于问题的NP硬特性,开发了人工鱼类群算法(AFSA)和遗传算法(GA)。通过模拟实施例测试和比较算法的有效性。通过比较4PL网络对不同稳健性级别的最佳解决方案,表示强大的优化模型可以有效地避免市场风险,并在将其应用于4PL网络设计时以最大限制节省成本。

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