A multi-stage stochastic programming approach for blood supply chain planning
•Proposing a bi-objective mixed-integer model for blood supply chain planning.•Developing a multi-stage stochastic programming approach with combined scenario tree.•Proposing a novel hybrid multi-objective self-adaptive differential evolution algorithm.•Providing a real case study and useful manager...
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| Vydáno v: | Computers & industrial engineering Ročník 122; s. 1 - 14 |
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| Hlavní autoři: | , , , |
| Médium: | Journal Article |
| Jazyk: | angličtina |
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Elsevier Ltd
01.08.2018
Elsevier |
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| ISSN: | 0360-8352, 1879-0550 |
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| Abstract | •Proposing a bi-objective mixed-integer model for blood supply chain planning.•Developing a multi-stage stochastic programming approach with combined scenario tree.•Proposing a novel hybrid multi-objective self-adaptive differential evolution algorithm.•Providing a real case study and useful managerial insights.
Perishability of blood products and uncertainty in donation and demand sizes complicate the blood supply chain planning. This paper presents a novel bi-objective mixed-integer model for integrated collection, production/screening, distribution and routing planning of blood products, and seeks to simultaneously optimize the total cost and freshness of transported blood products to hospitals. To cope with inherent uncertainty of input data, a multi-stage stochastic programming approach with a combined scenario tree is presented. Due to the high complexity of the problem, a novel hybrid multi-objective self-adaptive differential evolution algorithm is developed, which benefits from the variable neighborhood search with fuzzy dominance sorting (hereafter it is briefly called MSDV). MSDV is validated through comparing its performance with two of the most common multi-objective evolutionary algorithms (i.e. MOICA and NSGA-II). Applicability of the proposed decision model is also tested through a real case study. Our results show that the solution efficiency of a network can be balanced with its effectiveness through customer satisfaction. Further, several sensitivity analyses are carried out to provide valuable managerial insights. |
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| AbstractList | •Proposing a bi-objective mixed-integer model for blood supply chain planning.•Developing a multi-stage stochastic programming approach with combined scenario tree.•Proposing a novel hybrid multi-objective self-adaptive differential evolution algorithm.•Providing a real case study and useful managerial insights.
Perishability of blood products and uncertainty in donation and demand sizes complicate the blood supply chain planning. This paper presents a novel bi-objective mixed-integer model for integrated collection, production/screening, distribution and routing planning of blood products, and seeks to simultaneously optimize the total cost and freshness of transported blood products to hospitals. To cope with inherent uncertainty of input data, a multi-stage stochastic programming approach with a combined scenario tree is presented. Due to the high complexity of the problem, a novel hybrid multi-objective self-adaptive differential evolution algorithm is developed, which benefits from the variable neighborhood search with fuzzy dominance sorting (hereafter it is briefly called MSDV). MSDV is validated through comparing its performance with two of the most common multi-objective evolutionary algorithms (i.e. MOICA and NSGA-II). Applicability of the proposed decision model is also tested through a real case study. Our results show that the solution efficiency of a network can be balanced with its effectiveness through customer satisfaction. Further, several sensitivity analyses are carried out to provide valuable managerial insights. |
| Author | Aghabegloo, M. Zahiri, B. Torabi, S. Ali Mohammadi, M. |
| Author_xml | – sequence: 1 givenname: B. surname: Zahiri fullname: Zahiri, B. email: behzadza@buffalo.edu organization: Department of Operations Management & Strategy, School of Management, State University of New York at Buffalo, Buffalo, NY, USA – sequence: 2 givenname: S. Ali surname: Torabi fullname: Torabi, S. Ali email: satorabi@ut.ac.ir organization: School of Industrial Engineering, College of Engineering, University of Tehran, Tehran, Iran – sequence: 3 givenname: M. surname: Mohammadi fullname: Mohammadi, M. email: mehrdad.mohammadi@imt-atlantique.fr organization: IMT Atlantique, Lab-STICC, UBL, F-29238 Brest, France – sequence: 4 givenname: M. surname: Aghabegloo fullname: Aghabegloo, M. email: aghabeglou@ut.ac.ir organization: School of Industrial Engineering, College of Engineering, University of Tehran, Tehran, Iran |
| BackLink | https://imt-atlantique.hal.science/hal-01898883$$DView record in HAL |
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| Keywords | Multi-stage stochastic programming Blood supply chain planning Meta-heuristic algorithms Vehicle routing problem |
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