A sustainable-circular citrus closed-loop supply chain configuration: Pareto-based algorithms. (15th February 2023)
- Record Type:
- Journal Article
- Title:
- A sustainable-circular citrus closed-loop supply chain configuration: Pareto-based algorithms. (15th February 2023)
- Main Title:
- A sustainable-circular citrus closed-loop supply chain configuration: Pareto-based algorithms
- Authors:
- Goodarzian, Fariba
Ghasemi, Peiman
Santibanez Gonzalez, Ernesto DR.
Tirkolaee, Erfan Babaee - Abstract:
- Abstract: Configuration of sustainable supply chains for agricultural products has been a well-known research field recently which is continuing to evolve and grow. It is a complex network design problem, and despite the abundant literature in the field, there are still few models offered to integrate social impacts and environmental effects to support network design decision-making to support the configuration of the citrus supply chain. In this work, the citrus supply chain design problem is investigated by integrating the production, distribution, inventory control, recycling and locational decisions in which the triple bottom lines of sustainability, as well as circularity strategy, are addressed. Accordingly, a novel multi-objective Mixed-Integer Linear Programming (MILP) model is proposed to formulate a multi-period multi-echelon problem to design the sustainable citrus Closed-Loop Supply Chain (CLSC) network. To solve the developed model, the ε-constraint approach is employed in small-sized problems. Furthermore, Strength Pareto Evolutionary Algorithm II (SPEA-II) and Pareto Envelope-based Selection Algorithm II (PESA-II) algorithms are used in medium- and large-sized problems. Taguchi design technique is then utilized to adjust the parameters of the algorithms efficiently. Three well-known assessment metrics and convergence analysis are regarded to test the efficiency of the suggested algorithms. The numerical results demonstrate that the SPEA-II algorithm has aAbstract: Configuration of sustainable supply chains for agricultural products has been a well-known research field recently which is continuing to evolve and grow. It is a complex network design problem, and despite the abundant literature in the field, there are still few models offered to integrate social impacts and environmental effects to support network design decision-making to support the configuration of the citrus supply chain. In this work, the citrus supply chain design problem is investigated by integrating the production, distribution, inventory control, recycling and locational decisions in which the triple bottom lines of sustainability, as well as circularity strategy, are addressed. Accordingly, a novel multi-objective Mixed-Integer Linear Programming (MILP) model is proposed to formulate a multi-period multi-echelon problem to design the sustainable citrus Closed-Loop Supply Chain (CLSC) network. To solve the developed model, the ε-constraint approach is employed in small-sized problems. Furthermore, Strength Pareto Evolutionary Algorithm II (SPEA-II) and Pareto Envelope-based Selection Algorithm II (PESA-II) algorithms are used in medium- and large-sized problems. Taguchi design technique is then utilized to adjust the parameters of the algorithms efficiently. Three well-known assessment metrics and convergence analysis are regarded to test the efficiency of the suggested algorithms. The numerical results demonstrate that the SPEA-II algorithm has a superior efficiency over PESA-II. Moreover, to validate the applicability of the developed methodology, a real case study in Mazandaran/Iran is investigated with the help of a set of sensitivity analyses. Highlights: Developing a novel tri-objective MILP model for a citrus CLSC network design problem. Addressing sustainable development and circular economy in the problem. Applying four meta-heuristic methods to treat the problem complexity. Investigating a real case study problem with a set of sensitivity analyses. … (more)
- Is Part Of:
- Journal of environmental management. Volume 328(2023)
- Journal:
- Journal of environmental management
- Issue:
- Volume 328(2023)
- Issue Display:
- Volume 328, Issue 2023 (2023)
- Year:
- 2023
- Volume:
- 328
- Issue:
- 2023
- Issue Sort Value:
- 2023-0328-2023-0000
- Page Start:
- Page End:
- Publication Date:
- 2023-02-15
- Subjects:
- Citrus supply chain -- Closed-loop supply chain network -- Sustainability -- Circularity -- Mixed-integer linear programming -- Meta-heuristic algorithms
Environmental policy -- Periodicals
Environmental management -- Periodicals
Environment -- Periodicals
Ecology -- Periodicals
363.705 - Journal URLs:
- http://www.sciencedirect.com/science/journal/03014797 ↗
http://www.elsevier.com/journals ↗
http://www.idealibrary.com ↗
http://firstsearch.oclc.org ↗ - DOI:
- 10.1016/j.jenvman.2022.116892 ↗
- Languages:
- English
- ISSNs:
- 0301-4797
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4979.383000
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British Library HMNTS - ELD Digital store - Ingest File:
- 25121.xml