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Robust Logistics Network Modeling and Design against Uncertainties

机译:针对不确定性的鲁棒物流网络建模与设计

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摘要

In design of logistics networks, it is inevitable to consider various forward factors that will often change from their reference values. With this point of view, this study formulates a global logistics network design problem under uncertainties and present a solution method in terms of the stochastic programming known as recourse model. To reduce the effort to solve the resulting problem, a scenario-base approach is adopted instead of considering infinite realizations of uncertain parameters and sample average approximation. Furthermore, we present a method to support decision-making on robust design under noisy environment in terms of the knowledge from multi-objective optimization. Numerical experiments revealed validity of the proposed method through comparison with the reference results.
机译:在物流网络的设计中,不可避免地要考虑经常会因其参考值而变化的各种前向因素。基于这种观点,本研究提出了不确定性下的全球物流网络设计问题,并提出了一种基于随机规划的求解方法,称为追索模型。为了减少解决结果问题的精力,采用了基于场景的方法,而不是考虑不确定参数的无限实现和样本平均逼近。此外,根据多目标优化的知识,我们提出了一种在噪声环境下支持鲁棒设计决策的方法。数值实验通过与参考结果比较证明了该方法的有效性。

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