A two-stage decomposition method on fresh product distribution problem

数学优化 粒子群优化 车辆路径问题 计算机科学 调度(生产过程) 作业车间调度 总成本 运筹学 工程类 布线(电子设计自动化) 数学 计算机网络 经济 微观经济学
作者
Hongtao Hu,Ye Zhang,Lu Zhen
出处
期刊:International Journal of Production Research [Informa]
卷期号:55 (16): 4729-4752 被引量:28
标识
DOI:10.1080/00207543.2017.1292062
摘要

Refrigerator cars are widely used for fresh product distribution. The energy consumption of these vehicles is sensitive to the environment temperature, and changes continuously due to fluctuations of the environment temperature. As a result, the total refrigeration cost is influenced by the car's departure time. To reduce operation costs of third-party transportation providers, the refrigerator car scheduling problem is addressed in this research. A time-dependent mixed-integer programming model is established to reduce total operation costs, including routing, time penalty, cargo damage and refrigeration costs. An adaptive heuristic method is proposed by combining the variable neighbourhood search and particle swarm optimisation. To improve the algorithm quality, a two-stage decomposition method is developed. The problem is divided into two echelon sub-problems. One is the shortest path problem, and the other is the departure time scheduling problem. A feedback strategy is utilised to avoid local optimal solutions and design of experiments methodology is adopted to derive the optimal parameter setting of the algorithm. Numerical experiments are conducted to demonstrate the effectiveness of the proposed time-dependent decision model.
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