A multi-objective hub location problem model for designing sustainable supply chain network: NSGAII and MOGWO algorithms
Subject Areas :
1 -
Keywords: hub location problem, sustainable supply chain network, multi objective, NSGAII and MOGWO algorithms,
Abstract :
In today’s markets, it is necessary to supplying products and services basis on consumer’s needs in competitive environments. Awareness about environmental pollution that creates through industrial activities have been influenced on supply chain design network. Therefore designing traditional supply chain network considering economical dimension is not suitable for sustainable development in societies. In this paper a multi-objective hub location model is proposed to design a sustainable supply chain network considering three aspects of sustainability: economic aspects by reducing costs, environmental impacts by reducing greenhouse gasses emissions, and social responsibility through employments and social development. Proposed model is assessed by solving small scale sample problems through GAMS software using e- constraint and augmented e-constraint method. The proposed model is NP hard and two Meta heuristic algorithms: NSGAII and MOGWO are been used for solving large scale sample problems and the results are presented.
References:
Aghaei, J., N. Amjady, and H. A. Shayanfar. 2011. “Multi-Objective Electricity Market Clearing Considering Dynamic Security by Lexicographic Optimization and Augmented Epsilon Constraint Method.” Applied Soft Computing Journal 11(4):3846–58. Retrieved (http://dx.doi.org/10.1016/j.asoc.2011.02.022).
Amin, Saman Hassanzadeh and Guoqing Zhang. 2013. “A Multi-Objective Facility Location Model for Closed-Loop Supply Chain Network under Uncertain Demand and Return.” Applied Mathematical Modelling 37(6):4165–76. Retrieved (http://dx.doi.org/10.1016/j.apm.2012.09.039).
Arampantzi, Christina and Ioannis Minis. 2017. “A New Model for Designing Sustainable Supply Chain Networks and Its Application to a Global Manufacturer.” Journal of Cleaner Production 156:276–92. Retrieved (http://dx.doi.org/10.1016/j.jclepro.2017.03.164).
Babazadeh, Reza, Jafar Razmi, Mir Saman Pishvaee, and Masoud Rabbani. 2017. “A Sustainable Second-Generation Biodiesel Supply Chain Network Design Problem under Risk.” Omega (United Kingdom) 66:258–77. Retrieved (http://dx.doi.org/10.1016/j.omega.2015.12.010).
Behnamian, J., S. M. T. Fatemi Ghomi, and M. Zandieh. 2009. “Expert Systems with Applications A Multi-Phase Covering Pareto-Optimal Front Method to Multi-Objective Scheduling in a Realistic Hybrid Flowshop Using a Hybrid Metaheuristic.” Expert Systems With Applications 36(8):11057–69. Retrieved (http://dx.doi.org/10.1016/j.eswa.2009.02.080).
Chen, Ying Jian. 2013. “Environmental Sustainability and Green Supply Chain Management.” Advanced Materials Research 664(1):123–28.
Coskun, Semih, Leyla Ozgur, Olcay Polat, and Askiner Gungor. 2016. “A Model Proposal for Green Supply Chain Network Design Based on Consumer Segmentation.” Journal of Cleaner Production 110:149–57. Retrieved (http://dx.doi.org/10.1016/j.jclepro.2015.02.063).
Devika, K., A. Jafarian, and V. Nourbakhsh. 2014. “Designing a Sustainable Closed-Loop Supply Chain Network Based on Triple Bottom Line Approach : A Comparison of Metaheuristics Hybridization Techniques.” EUROPEAN JOURNAL OF OPERATIONAL RESEARCH. Retrieved (http://dx.doi.org/10.1016/j.ejor.2013.12.032).
Diabat, Ali, Tarek Abdallah, Abbas Al-refaie, Davor Svetinovic, and Kannan Govindan. 2013. “Strategic Closed-Loop Facility Location Problem.” IEEE Transactions on Engineering Management 60(2):398–408.
Diabat, Ali and Mohammed Al-Salem. 2015. “An Integrated Supply Chain Problem with Environmental Considerations.” International Journal of Production Economics 164:330–38. Retrieved (http://dx.doi.org/10.1016/j.ijpe.2014.12.004).
Elhedhli, Samir and Ryan Merrick. 2012. “Green Supply Chain Network Design to Reduce Carbon Emissions.” Transportation Research Part D 17(5):370–79. Retrieved (http://dx.doi.org/10.1016/j.trd.2012.02.002).
Eskandarpour, Majid, Pierre Dejax, Joe Miemczyk, and Olivier Péton. 2015. “Sustainable Supply Chain Network Design :” Omega 54:11–32. Retrieved (http://dx.doi.org/10.1016/j.omega.2015.01.006).
Ge, Houtian and Stephan Goetz. 2016. “Hub Location in Fresh Produce Supply Chains.” 1–25.
Graves, Stephen C., Rohit Bhatnagar, and Michelle L. F. Cheong. 2007. “Logistics Network Design with Supplier Consolidation Hubs and Multiple Shipment Options.” Journal of Industrial and Management Optimization 3(1):51–69.
Harraz, Nermine A. and Noha M. Galal. 2011. “Design of Sustainable End-of-Life Vehicle Recovery Network in Egypt.” Ain Shams Engineering Journal 2(3–4):211–19. Retrieved (http://dx.doi.org/10.1016/j.asej.2011.09.006).
Hugo, A. and E. N. Pistikopoulos. 2005. “Environmentally Conscious Long-Range Planning and Design of Supply Chain Networks.” Journal of Cleaner Production 13(15):1428–48.
Jafari, H. R., M. Seifbarghy, and M. Omidvari. 2017. “Sustainable Supply Chain Design with Water Environmental Impacts and Justice-Oriented Employment Considerations : A Case Study in Textile Industry.” 24.
Jolai, F., H. Asefi, M. Rabiee, and P. Ramezani. 2013. “Bi-Objective Simulated Annealing Approaches for No-Wait Two-Stage Flexible Flow Shop Scheduling Problem.” Scientia Iranica 20(3):861–72.
Madani, Seyed Reza and Morteza Rasti-Barzoki. 2017. “Sustainable Supply Chain Management with Pricing, Greening and Governmental Tariffs Determining Strategies: A Game-Theoretic Approach.” Computers and Industrial Engineering 105:287–98. Retrieved (http://dx.doi.org/10.1016/j.cie.2017.01.017).
Mavrotas, George. 2009. “Effective Implementation of the e -Constraint Method in Multi-Objective Mathematical Programming Problems.” Applied Mathematics and Computation 213(2):455–65. Retrieved (http://dx.doi.org/10.1016/j.amc.2009.03.037).
Mirjalili, Seyedali, Seyed Mohammad, and Andrew Lewis. 2014. “Advances in Engineering Software Grey Wolf Optimizer.” Advances in Engineering Software 69:46–61. Retrieved (http://dx.doi.org/10.1016/j.advengsoft.2013.12.007).
Mirjalili, Seyedali, Shahrzad Saremi, and Seyed Mohammad. 2016. “Multi-Objective Grey Wolf Optimizer : A Novel Algorithm for Multi-Criterion Optimization.” Expert Systems With Applications 47:106–19. Retrieved (http://dx.doi.org/10.1016/j.eswa.2015.10.039).
Musavi, Mir Mohammad and Ali Bozorgi-Amiri. 2017. “A Multi-Objective Sustainable Hub Location-Scheduling Problem for Perishable Food Supply Chain.” Computers and Industrial Engineering 113:766–78. Retrieved (http://dx.doi.org/10.1016/j.cie.2017.07.039).
O’Kelly, Morton E. 1987. “A Quadratic Integer Program for the Location of Interacting Hub Facilities A Quadratic Integer Program for the Location of Interacting Hub Facilities.” 2217(December 1987).
Osmani, Atif and Jun Zhang. 2017. “Multi-Period Stochastic Optimization of a Sustainable Multi-Feedstock Second Generation Bioethanol Supply Chain − A Logistic Case Study in Midwestern United States.” Land Use Policy 61:420–50. Retrieved (http://dx.doi.org/10.1016/j.landusepol.2016.10.028).
Pishvaee, M. S., J. Razmi, and S. A. Torabi. 2014. “An Accelerated Benders Decomposition Algorithm for Sustainable Supply Chain Network Design under Uncertainty: A Case Study of Medical Needle and Syringe Supply Chain.” Transportation Research Part E: Logistics and Transportation Review 67:14–38. Retrieved (http://dx.doi.org/10.1016/j.tre.2014.04.001).
Pishvaee, M. S., J. Razmi, and S. A. Torabi. 2012. “Robust Possibilistic Programming for Socially Responsible Supply Chain Network Design : A New Approach.” Fuzzy Sets and Systems 206:1–20. Retrieved (http://dx.doi.org/10.1016/j.fss.2012.04.010).
Roni, Mohammad S., Sandra D. Eksioglu, Kara G. Cafferty, and Jacob J. Jacobson. 2016. “A Multi-Objective , Hub-and-Spoke Model to Design and Manage Biofuel Supply Chains.”
Saffar, Mohammad Mahdi, G. Hamed Shakouri, and Jafar Razmi. 2015. “A New Multi Objective Optimization Model for Designing a Green Supply Chain Network under Uncertainty.” International Journal of Industrial Engineering Computations 6(1):15–32.
Santibañez-Aguilar, José Ezequiel, J. Betzabe González-Campos, José María Ponce-Ortega, Medardo Serna-González, and Mahmoud M. El-Halwagi. 2014. “Optimal Planning and Site Selection for Distributed Multiproduct Biorefineries Involving Economic, Environmental and Social Objectives.” Journal of Cleaner Production 65:270–94. Retrieved (http://dx.doi.org/10.1016/j.jclepro.2013.08.004).
Seuring, Stefan. 2013. “A Review of Modeling Approaches for Sustainable Supply Chain Management.” Decision Support Systems and Electronic Commerce 54(4):1513–20.
Soleimani, Hamed, Kannan Govindan, Hamid Saghafi, and Hamid Jafari. 2017. “Fuzzy Multi-Objective Sustainable and Green Closed-Loop Supply Chain Network Design.” Computers and Industrial Engineering 109:191–203. Retrieved (http://dx.doi.org/10.1016/j.cie.2017.04.038).
Srivastava, Samir K. 2007. “Green Supply‐chain Management: A State‐of‐the‐art Literature Review.” International Journal of Management Reviews 9(1):53–80.
Varsei Mohsen and Sergey Polyakovskiy. 2017. “Sustainable Supply Chain Network Design : A Case of the Wine Industry in Australia.” (January).
Xifeng, Tang, Zhang Ji, and Xu Peng. 2013. “A Multi-Objective Optimization Model for Sustainable Logistics Facility Location.” Transportation Research Part D 22:45–48. Retrieved (http://dx.doi.org/10.1016/j.trd.2013.03.003).
Zhalechian, Mohammad, Reza Tavakkoli-moghaddam, and Yaser Rahimi. 2017. “Engineering Applications of Arti Fi Cial Intelligence A Self-Adaptive Evolutionary Algorithm for a Fuzzy Multi-Objective Hub Location Problem : An Integration of Responsiveness and Social Responsibility.” Engineering Applications of Artificial Intelligence 62(March):1–16. Retrieved (http://dx.doi.org/10.1016/j.engappai.2017.03.006).
Zhang, Shuzhu, Carman Ka Man Lee, Kan Wu, and King Lun Choy. 2016. “Multi-Objective Optimization for Sustainable Supply Chain Network Design Considering Multiple Distribution Channels.” Expert Systems with Applications 65:87–99.
Aghaei, J., N. Amjady, and H. A. Shayanfar. 2011. “Multi-Objective Electricity Market Clearing Considering Dynamic Security by Lexicographic Optimization and Augmented Epsilon Constraint Method.” Applied Soft Computing Journal 11(4):3846–58. Retrieved (http://dx.doi.org/10.1016/j.asoc.2011.02.022).
Amin, Saman Hassanzadeh and Guoqing Zhang. 2013. “A Multi-Objective Facility Location Model for Closed-Loop Supply Chain Network under Uncertain Demand and Return.” Applied Mathematical Modelling 37(6):4165–76. Retrieved (http://dx.doi.org/10.1016/j.apm.2012.09.039).
Arampantzi, Christina and Ioannis Minis. 2017. “A New Model for Designing Sustainable Supply Chain Networks and Its Application to a Global Manufacturer.” Journal of Cleaner Production 156:276–92. Retrieved (http://dx.doi.org/10.1016/j.jclepro.2017.03.164).
Babazadeh, Reza, Jafar Razmi, Mir Saman Pishvaee, and Masoud Rabbani. 2017. “A Sustainable Second-Generation Biodiesel Supply Chain Network Design Problem under Risk.” Omega (United Kingdom) 66:258–77. Retrieved (http://dx.doi.org/10.1016/j.omega.2015.12.010).
Behnamian, J., S. M. T. Fatemi Ghomi, and M. Zandieh. 2009. “Expert Systems with Applications A Multi-Phase Covering Pareto-Optimal Front Method to Multi-Objective Scheduling in a Realistic Hybrid Flowshop Using a Hybrid Metaheuristic.” Expert Systems With Applications 36(8):11057–69. Retrieved (http://dx.doi.org/10.1016/j.eswa.2009.02.080).
Chen, Ying Jian. 2013. “Environmental Sustainability and Green Supply Chain Management.” Advanced Materials Research 664(1):123–28.
Coskun, Semih, Leyla Ozgur, Olcay Polat, and Askiner Gungor. 2016. “A Model Proposal for Green Supply Chain Network Design Based on Consumer Segmentation.” Journal of Cleaner Production 110:149–57. Retrieved (http://dx.doi.org/10.1016/j.jclepro.2015.02.063).
Devika, K., A. Jafarian, and V. Nourbakhsh. 2014. “Designing a Sustainable Closed-Loop Supply Chain Network Based on Triple Bottom Line Approach : A Comparison of Metaheuristics Hybridization Techniques.” EUROPEAN JOURNAL OF OPERATIONAL RESEARCH. Retrieved (http://dx.doi.org/10.1016/j.ejor.2013.12.032).
Diabat, Ali, Tarek Abdallah, Abbas Al-refaie, Davor Svetinovic, and Kannan Govindan. 2013. “Strategic Closed-Loop Facility Location Problem.” IEEE Transactions on Engineering Management 60(2):398–408.
Diabat, Ali and Mohammed Al-Salem. 2015. “An Integrated Supply Chain Problem with Environmental Considerations.” International Journal of Production Economics 164:330–38. Retrieved (http://dx.doi.org/10.1016/j.ijpe.2014.12.004).
Elhedhli, Samir and Ryan Merrick. 2012. “Green Supply Chain Network Design to Reduce Carbon Emissions.” Transportation Research Part D 17(5):370–79. Retrieved (http://dx.doi.org/10.1016/j.trd.2012.02.002).
Eskandarpour, Majid, Pierre Dejax, Joe Miemczyk, and Olivier Péton. 2015. “Sustainable Supply Chain Network Design :” Omega 54:11–32. Retrieved (http://dx.doi.org/10.1016/j.omega.2015.01.006).
Ge, Houtian and Stephan Goetz. 2016. “Hub Location in Fresh Produce Supply Chains.” 1–25.
Graves, Stephen C., Rohit Bhatnagar, and Michelle L. F. Cheong. 2007. “Logistics Network Design with Supplier Consolidation Hubs and Multiple Shipment Options.” Journal of Industrial and Management Optimization 3(1):51–69.
Harraz, Nermine A. and Noha M. Galal. 2011. “Design of Sustainable End-of-Life Vehicle Recovery Network in Egypt.” Ain Shams Engineering Journal 2(3–4):211–19. Retrieved (http://dx.doi.org/10.1016/j.asej.2011.09.006).
Hugo, A. and E. N. Pistikopoulos. 2005. “Environmentally Conscious Long-Range Planning and Design of Supply Chain Networks.” Journal of Cleaner Production 13(15):1428–48.
Jafari, H. R., M. Seifbarghy, and M. Omidvari. 2017. “Sustainable Supply Chain Design with Water Environmental Impacts and Justice-Oriented Employment Considerations : A Case Study in Textile Industry.” 24.
Jolai, F., H. Asefi, M. Rabiee, and P. Ramezani. 2013. “Bi-Objective Simulated Annealing Approaches for No-Wait Two-Stage Flexible Flow Shop Scheduling Problem.” Scientia Iranica 20(3):861–72.
Madani, Seyed Reza and Morteza Rasti-Barzoki. 2017. “Sustainable Supply Chain Management with Pricing, Greening and Governmental Tariffs Determining Strategies: A Game-Theoretic Approach.” Computers and Industrial Engineering 105:287–98. Retrieved (http://dx.doi.org/10.1016/j.cie.2017.01.017).
Mavrotas, George. 2009. “Effective Implementation of the e -Constraint Method in Multi-Objective Mathematical Programming Problems.” Applied Mathematics and Computation 213(2):455–65. Retrieved (http://dx.doi.org/10.1016/j.amc.2009.03.037).
Mirjalili, Seyedali, Seyed Mohammad, and Andrew Lewis. 2014. “Advances in Engineering Software Grey Wolf Optimizer.” Advances in Engineering Software 69:46–61. Retrieved (http://dx.doi.org/10.1016/j.advengsoft.2013.12.007).
Mirjalili, Seyedali, Shahrzad Saremi, and Seyed Mohammad. 2016. “Multi-Objective Grey Wolf Optimizer : A Novel Algorithm for Multi-Criterion Optimization.” Expert Systems With Applications 47:106–19. Retrieved (http://dx.doi.org/10.1016/j.eswa.2015.10.039).
Musavi, Mir Mohammad and Ali Bozorgi-Amiri. 2017. “A Multi-Objective Sustainable Hub Location-Scheduling Problem for Perishable Food Supply Chain.” Computers and Industrial Engineering 113:766–78. Retrieved (http://dx.doi.org/10.1016/j.cie.2017.07.039).
O’Kelly, Morton E. 1987. “A Quadratic Integer Program for the Location of Interacting Hub Facilities A Quadratic Integer Program for the Location of Interacting Hub Facilities.” 2217(December 1987).
Osmani, Atif and Jun Zhang. 2017. “Multi-Period Stochastic Optimization of a Sustainable Multi-Feedstock Second Generation Bioethanol Supply Chain − A Logistic Case Study in Midwestern United States.” Land Use Policy 61:420–50. Retrieved (http://dx.doi.org/10.1016/j.landusepol.2016.10.028).
Pishvaee, M. S., J. Razmi, and S. A. Torabi. 2014. “An Accelerated Benders Decomposition Algorithm for Sustainable Supply Chain Network Design under Uncertainty: A Case Study of Medical Needle and Syringe Supply Chain.” Transportation Research Part E: Logistics and Transportation Review 67:14–38. Retrieved (http://dx.doi.org/10.1016/j.tre.2014.04.001).
Pishvaee, M. S., J. Razmi, and S. A. Torabi. 2012. “Robust Possibilistic Programming for Socially Responsible Supply Chain Network Design : A New Approach.” Fuzzy Sets and Systems 206:1–20. Retrieved (http://dx.doi.org/10.1016/j.fss.2012.04.010).
Roni, Mohammad S., Sandra D. Eksioglu, Kara G. Cafferty, and Jacob J. Jacobson. 2016. “A Multi-Objective , Hub-and-Spoke Model to Design and Manage Biofuel Supply Chains.”
Saffar, Mohammad Mahdi, G. Hamed Shakouri, and Jafar Razmi. 2015. “A New Multi Objective Optimization Model for Designing a Green Supply Chain Network under Uncertainty.” International Journal of Industrial Engineering Computations 6(1):15–32.
Santibañez-Aguilar, José Ezequiel, J. Betzabe González-Campos, José María Ponce-Ortega, Medardo Serna-González, and Mahmoud M. El-Halwagi. 2014. “Optimal Planning and Site Selection for Distributed Multiproduct Biorefineries Involving Economic, Environmental and Social Objectives.” Journal of Cleaner Production 65:270–94. Retrieved (http://dx.doi.org/10.1016/j.jclepro.2013.08.004).
Seuring, Stefan. 2013. “A Review of Modeling Approaches for Sustainable Supply Chain Management.” Decision Support Systems and Electronic Commerce 54(4):1513–20.
Soleimani, Hamed, Kannan Govindan, Hamid Saghafi, and Hamid Jafari. 2017. “Fuzzy Multi-Objective Sustainable and Green Closed-Loop Supply Chain Network Design.” Computers and Industrial Engineering 109:191–203. Retrieved (http://dx.doi.org/10.1016/j.cie.2017.04.038).
Srivastava, Samir K. 2007. “Green Supply‐chain Management: A State‐of‐the‐art Literature Review.” International Journal of Management Reviews 9(1):53–80.
Varsei Mohsen and Sergey Polyakovskiy. 2017. “Sustainable Supply Chain Network Design : A Case of the Wine Industry in Australia.” (January).
Xifeng, Tang, Zhang Ji, and Xu Peng. 2013. “A Multi-Objective Optimization Model for Sustainable Logistics Facility Location.” Transportation Research Part D 22:45–48. Retrieved (http://dx.doi.org/10.1016/j.trd.2013.03.003).
Zhalechian, Mohammad, Reza Tavakkoli-moghaddam, and Yaser Rahimi. 2017. “Engineering Applications of Arti Fi Cial Intelligence A Self-Adaptive Evolutionary Algorithm for a Fuzzy Multi-Objective Hub Location Problem : An Integration of Responsiveness and Social Responsibility.” Engineering Applications of Artificial Intelligence 62(March):1–16. Retrieved (http://dx.doi.org/10.1016/j.engappai.2017.03.006).
Zhang, Shuzhu, Carman Ka Man Lee, Kan Wu, and King Lun Choy. 2016. “Multi-Objective Optimization for Sustainable Supply Chain Network Design Considering Multiple Distribution Channels.” Expert Systems with Applications 65:87–99.