A credibilistic goal programming model for inventory routing problem with hazardous materials

被引:26
|
作者
Hu, Hao [1 ]
Li, Jian [2 ]
Li, Xiang [3 ]
机构
[1] Beijing Univ Chem Technol, Coll Informat Sci & Technol, Beijing 100029, Peoples R China
[2] Beijing Univ Technol, Coll Econ & Management, Res Base Beijing Modern Mfg Dev, Beijing 100124, Peoples R China
[3] Beijing Univ Chem Technol, Sch Econ & Management, Beijing 100029, Peoples R China
基金
中国国家自然科学基金;
关键词
Uncertainty modelling; Credibilistic goal programming; Inventory routing problem; Hazardous materials; Genetic algorithm; TRAVELING SALESMAN PROBLEM; MATERIALS TRANSPORTATION; TIME; DELIVERIES; ALGORITHM; VARIABLES; SYSTEM;
D O I
10.1007/s00500-017-2663-y
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Hazardous materials are harmful to both the environment and human health due to their toxic ingredients. However, they are essential to sustain the industrial lifestyle, and frequently appear in the cargo transport. Since the damage is generally huge once an accident occurs, it is very important to evaluate the transportation risk of hazardous materials, and then make the best inventory routing decisions. In this paper, we study a three-level supply chain problem with hazardous materials inventory and transportation among suppliers, manufacturers and retailers. The goal is to obtain the best balance between risk and cost under the assumption that the demands of retailers are fuzzy variables. Considering that the variation of vehicle loading has a significant influence on the transportation risk, we formulate a loading-dependent transportation risk model and propose a credibilistic goal programming model to minimize the positive deviations of expected risk and expected cost from the given risk level and cost level. An improved genetic algorithm whose chromosomes contain two types of genes is designed to handle the goal programming model. Numerical experiments are given to illustrate the efficiency of the proposed model and algorithm.
引用
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页码:5803 / 5816
页数:14
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