Risk management in perishable food distribution operations: A distribution route selection model and whale optimization algorithm
Industrial Management & Data Systems
ISSN: 0263-5577
Article publication date: 8 October 2019
Issue publication date: 22 January 2020
Abstract
Purpose
The purpose of this paper is to predict or even control the food safety risks during the distribution of perishable foods. Considering the food safety risks, the distribution route of perishable foods is reasonably arranged to further improve the efficiency of cold chain distribution and reduce distribution costs.
Design/methodology/approach
This paper uses the microbial growth model to identify a food safety risk coefficient to describe the characteristics of food safety risks that increase over time. On this basis, with the goal of minimizing distribution costs, the authors establish a vehicle routing problem with a food safety Risk coefficient and a Time Window (VRPRTW) for perishable foods. Then, the Weight-Parameter Whale Optimization Algorithm (WPWOA) which introduces inertia weight and dynamic parameter into the native whale optimization algorithm is designed for solving this model. Moreover, benchmark functions and numerical simulation are used to test the performance of the WPWOA.
Findings
Based on numerical simulation, the authors obtained the distribution path of perishable foods under the restriction of food safety risks. Moreover, the WPWOA can significantly outperform other algorithms on most of the benchmark functions, and it is faster and more robust than the native WOA and avoids premature convergence.
Originality/value
This study indicates that the established model and the algorithm are effective to control the risk of perishable food in distribution process. Besides, it extends the existing literature and can provide a theoretical basis and practical guidance for the vehicle routing problem of perishable foods.
Keywords
Acknowledgements
The authors would like to thank the strong support provided by the Beijing Social Science Foundation Project (No. 17GLB015), Beijing Institute of Technology Research Fund Program for Young Scholars and the Graduate Research Capacity Improvement Program in 2019.
Citation
Wang, Y., Yang, C. and Hou, H. (2020), "Risk management in perishable food distribution operations: A distribution route selection model and whale optimization algorithm", Industrial Management & Data Systems, Vol. 120 No. 2, pp. 291-311. https://doi.org/10.1108/IMDS-03-2019-0149
Publisher
:Emerald Publishing Limited
Copyright © 2019, Emerald Publishing Limited