Affiliation:
1. School of Management Henan Institute of Economics and Trade Zhengzhou China
Abstract
AbstractWith the development of market economy, cold chain logistics has become the mainstream of the current transportation industry. Reducing transportation costs and optimizing transportation routes from an environmentally friendly perspective is the main research focus. This study starts with an emphasis on environmental protection and cost savings and optimizes existing cold chain logistics expenses. Using the clustering and annealing algorithms, the path optimization model with the lowest cost is constructed and analyzed. The K‐means algorithm is utilized to cluster and partition logistics areas, and then optimized simulated annealing algorithm is used to control and utilize logistics costs and resources. The experimental results show that the optimized algorithm reduces costs by 11.36% and increases the loading rate of the vehicle by 11.95%. The delivery time has been reduced by 18.1%. The two‐stage algorithm can optimize and improve the path model, reduce transportation costs, improve cold chain transportation efficiency, and verify the feasibility of the model.
Subject
Modeling and Simulation,Control and Systems Engineering,Energy (miscellaneous),Signal Processing,Computer Science Applications,Computer Networks and Communications,Artificial Intelligence
Reference18 articles.
1. Research on government logistics subsidies for poverty alleviation with non‐uniform distribution of consumers;Zhou Y;Omega,2021
2. Optimization model of carbon footprint of fresh products in cold chain from the energy conservation and emission reduction perspective;Hu B;Math Probl Eng,2021
3. Research on optimizing the distribution path of agricultural cold chain logistics in green consumption era;Zhang L;Sci J E‐Businness,2019
4. A Multi-Scenario Optimization Model for Emergency Cold Chain Logistics Distribution
5. Research on logistics distribution route based on multi‐objective sorting genetic algorithm;Zhao J;Int J Artif Intell Tools,2020