The demand for resilient logistics networks has increased because of recent disasters. When we consider optimization problems, entropy regularization is a powerful tool for the diversification of a solution. In this study, we proposed a method for designing a resilient logistics network based on entropy regularization. Moreover, we proposed a method for analytical resilience criteria to reduce the ambiguity of resilience. First, we modeled the logistics network, including factories, distribution bases, and sales outlets in an efficient framework using entropy regularization. Next, we formulated a resilience criterion based on probabilistic cost and Kullback--Leibler divergence. Finally, our method was performed using a simple logistics network, and the resilience of the three logistics plans designed by entropy regularization was demonstrated.
翻译:由于最近发生的灾害,对具有复原力的物流网络的需求增加了。当我们考虑优化问题时,加密正规化是使解决方案多样化的有力工具。在这项研究中,我们提出了一个基于加密正规化的、设计具有复原力的物流网络的方法。此外,我们提出了一个分析弹性标准的方法,以减少抗御力的模糊性。首先,我们模拟了物流网络,包括工厂、配送基地和销售点,并采用了加密正规化的有效框架。接着,我们根据概率成本和库尔背-利贝尔差异制定了一个具有复原力的标准。最后,我们的方法是使用简单的物流网络进行的,并展示了由加密正规化设计的三个物流计划的弹性。