A Multi-objective Particle Swarm Optimization Based on Pareto Archive for Integrated Production and Distribution Planning in A Green Supply Chain
This paper presents a bi-objective model for integrated production and distribution planning in a multi-period multi-product green supply chain. This paper considers many near-real-world factors, such as: normal and overtime production shifts, limited storage capacity of the finished product and raw...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
| Published: |
Taylor & Francis Group
2021-01-01
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| Series: | Applied Artificial Intelligence |
| Online Access: | http://dx.doi.org/10.1080/08839514.2020.1840197 |
| _version_ | 1797684911547613184 |
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| author | S.M.T. Fatemi Ghomi B. Karimi J. Behnamian J. Firoozbakht |
| author_facet | S.M.T. Fatemi Ghomi B. Karimi J. Behnamian J. Firoozbakht |
| author_sort | S.M.T. Fatemi Ghomi |
| collection | DOAJ |
| description | This paper presents a bi-objective model for integrated production and distribution planning in a multi-period multi-product green supply chain. This paper considers many near-real-world factors, such as: normal and overtime production shifts, limited storage capacity of the finished product and raw materials, different vehicle types, direct and indirect shipping along with considering different production methods that influence the production costs and sale prices, simultaneously. Mixed integer programming model is proposed in which the profit maximization and the CO2 emission minimization are formulated. A particle swarm optimization algorithm based on Pareto archive that utilizes the genetic algorithm operators is proposed to solve the model. |
| first_indexed | 2024-03-12T00:36:38Z |
| format | Article |
| id | doaj.art-e16d326d5caf462bbfe87bc601158d77 |
| institution | Directory Open Access Journal |
| issn | 0883-9514 1087-6545 |
| language | English |
| last_indexed | 2024-03-12T00:36:38Z |
| publishDate | 2021-01-01 |
| publisher | Taylor & Francis Group |
| record_format | Article |
| series | Applied Artificial Intelligence |
| spelling | doaj.art-e16d326d5caf462bbfe87bc601158d772023-09-15T09:33:58ZengTaylor & Francis GroupApplied Artificial Intelligence0883-95141087-65452021-01-0135213315310.1080/08839514.2020.18401971840197A Multi-objective Particle Swarm Optimization Based on Pareto Archive for Integrated Production and Distribution Planning in A Green Supply ChainS.M.T. Fatemi Ghomi0B. Karimi1J. Behnamian2J. Firoozbakht3Amirkabir University of TechnologyAmirkabir University of TechnologyBu-Ali Sina UniversityAmirkabir University of TechnologyThis paper presents a bi-objective model for integrated production and distribution planning in a multi-period multi-product green supply chain. This paper considers many near-real-world factors, such as: normal and overtime production shifts, limited storage capacity of the finished product and raw materials, different vehicle types, direct and indirect shipping along with considering different production methods that influence the production costs and sale prices, simultaneously. Mixed integer programming model is proposed in which the profit maximization and the CO2 emission minimization are formulated. A particle swarm optimization algorithm based on Pareto archive that utilizes the genetic algorithm operators is proposed to solve the model.http://dx.doi.org/10.1080/08839514.2020.1840197 |
| spellingShingle | S.M.T. Fatemi Ghomi B. Karimi J. Behnamian J. Firoozbakht A Multi-objective Particle Swarm Optimization Based on Pareto Archive for Integrated Production and Distribution Planning in A Green Supply Chain Applied Artificial Intelligence |
| title | A Multi-objective Particle Swarm Optimization Based on Pareto Archive for Integrated Production and Distribution Planning in A Green Supply Chain |
| title_full | A Multi-objective Particle Swarm Optimization Based on Pareto Archive for Integrated Production and Distribution Planning in A Green Supply Chain |
| title_fullStr | A Multi-objective Particle Swarm Optimization Based on Pareto Archive for Integrated Production and Distribution Planning in A Green Supply Chain |
| title_full_unstemmed | A Multi-objective Particle Swarm Optimization Based on Pareto Archive for Integrated Production and Distribution Planning in A Green Supply Chain |
| title_short | A Multi-objective Particle Swarm Optimization Based on Pareto Archive for Integrated Production and Distribution Planning in A Green Supply Chain |
| title_sort | multi objective particle swarm optimization based on pareto archive for integrated production and distribution planning in a green supply chain |
| url | http://dx.doi.org/10.1080/08839514.2020.1840197 |
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