A two-stage stochastic model for intermodal terminal location and freight distribution under facility disruptions

随机规划 持续时间(音乐) 设施选址问题 聚类分析 计算机科学 运筹学 集合(抽象数据类型) 灵敏度(控制系统) 位置模型 终端(电信) 随机建模 数学优化 工程类 统计 数学 程序设计语言 机器学习 艺术 文学类 电信 电子工程
作者
Vishal Badyal,William G. Ferrell,Nathan Huynh,Bhavya Padmanabhan
出处
期刊:International Journal of Systems Science: Operations & Logistics [Taylor & Francis]
卷期号:10 (1) 被引量:4
标识
DOI:10.1080/23302674.2023.2169055
摘要

A two-stage stochastic model is developed for intermodal facility location and freight distribution under random disruptions at shipper facilities and/or intermodal terminals (IMTs). The magnitude of the disruption and the impacted locations are uncertain parameters. A two-stage stochastic programming model is used to address supply uncertainty at shippers and throughput capacity uncertainty at IMTs. A level-method based decomposition approach and the L-shaped method are used to solve the model. The state of South Carolina in the U.S.A. is used as a case study with the goal of determining the set of IMT locations that minimise the total long-run network costs due to hurricane disruptions. A methodology is developed to generate realistic scenarios. The Freight Analysis Framework Version 4.5 data set is used to generate demands and supply, and k-means clustering is used with the Hurricane database (HURDAT2) to generate hurricane disruption scenarios. Sensitivity analyses are performed by varying the disruption probabilities, disruption duration, and direct shipping cost parameters. The results indicate that as disruptions increase, less disrupted intermodal facilities are opened. Also, as direct shipping costs increase, the long-term savings increase non-linearly for all magnitudes of disruptions.
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