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Multi-objective cold chain logistic distribution center location based on carbon emission
Multi-objective cold chain logistic distribution center location based on carbon emission
- Source :
- Environmental Science and Pollution Research. 28:32396-32404
- Publication Year :
- 2021
- Publisher :
- Springer Science and Business Media LLC, 2021.
-
Abstract
- The issues of food safety and environmental protection are attracting more and more attention. Everyday, a large number of cold chain products are delivered from suppliers to customers. The cold chain products require refrigeration equipment in delivery and should be delivered to customers as soon as possible. Therefore, the challenge of reducing carbon emission and improving the customer satisfaction should be solved. This study presents the impact of carbon emission, customer satisfaction, construction cost, and operation cost on the location of cold chain logistics distribution center. A multi-objective location model for cold chain logistics distribution center considering carbon emission is established. The carbon emission equivalent cost model considers the dynamic carbon emission during transportation and the static carbon emission of the distribution center. The penalty cost under the time window is introduced into the penalty cost model of customer satisfaction, which represents a multi-objective mixed-integer linear programming problem. A non-dominated sorting genetic algorithm II (NSGA-II) is used to design the program through double-layer composite coding. NSGA-II uses a fast non-dominated sorting approach to reduce the computational complexity of non-dominated sorting. This algorithm uses the elitist control strategy, which does not need to share parameters and is more efficient in the multi-objective optimization process. The numerical results show that the proposed algorithm can generate appropriate Pareto solutions for all objectives.
- Subjects :
- Distribution center
Mathematical optimization
Linear programming
Logistic distribution
Computer science
Location model
Health, Toxicology and Mutagenesis
Sorting
ComputerApplications_COMPUTERSINOTHERSYSTEMS
General Medicine
010501 environmental sciences
01 natural sciences
Pollution
Genetic algorithm
Environmental Chemistry
Customer satisfaction
Cold chain
0105 earth and related environmental sciences
Subjects
Details
- ISSN :
- 16147499 and 09441344
- Volume :
- 28
- Database :
- OpenAIRE
- Journal :
- Environmental Science and Pollution Research
- Accession number :
- edsair.doi.dedup.....31fefd9224f817e3e21615c9b42cead7
- Full Text :
- https://doi.org/10.1007/s11356-021-12992-w