A Green Closed-loop Supply Chain with Allocating ‎Retailer to Probabilistic Customers by Considering ‎Electric Converter of CO2 to O2 in Vehicles

Journal of Applied Dynamic Systems and Control

دوره 4، شماره 1، شهریور 2021، صفحه 21-33   

نوع مقاله: Original Article

نویسندگان

Omid Keramatlou¹؛ Nikbakhsh Javadian^{* 2}؛ Hosein Dideh Khani¹؛ Mohammad Amirkhan¹

¹Department of Industrial Engineering, Aliabad Katoul Branch, Islamic Azad University, Aliabad Katoul, Iran

²Department of Industrial Engineering, Mazandaran University of Science and Technology

چکیده

In this paper, a closed-loop supply chain is modeled to obtain the best allocation and location of retailers including production centers, retailers' centers, probabilistic customers, collection and disposal centers. In this study, by considering electric conversion of CO₂ to O₂ in vehicles, the amount of environmental pollution is minimized. Furthermore, two strategies are considered to find the best places for retailers by focusing on: 1- the type of expected movement (Rectangular, Euclidean, Euclidean Square, and Chebyshev); 2- expected coverage (distance and time). To this end, a bi-objective nonlinear programming model is proposed. This model concurrently compares strategies 1 and 2 and selects the best competitor. Based on the selected strategy, the best allocation is made by employing a heuristic algorithm and the locations of the best retailers are determined. As the proposed model is NP-hard in its nature of the problem, a meta-heuristic, namely, a non-dominated sorting genetic algorithm is employed for the solution process. Eventually, to authenticate and confirm the effectiveness of the suggested model, a numerical example is given and solved utilizing optimization software, and the results are analyzed.
 

کلیدواژه‌ها

Green Closed-loop supply chain؛ Probabilistic customer؛ Expected distance؛ Expected coverage؛ Electric conversion

مراجع

[1]L.Wang, X.Wang, and W. Yang,"Optimal design of electric vehicle battery recycling network – From the perspective of electric vehicle manufacturers", Applied Energy, 2020,275: p. 115328.

[2]C.K.Chen and M.A. Ulya,"Analyses of the reward-penalty mechanism in green closed-loop supply chains with product remanufacturing", International Journal of Production Economics, 2019, 210: p. 211-223.

[3]J.Ghahremani Nahr, S.H.R. Pasandideh, and S.T.A.Niaki, "A robust optimization approach for multi-objective, multi-product, multi-period,closed-loopgreen supply chain network designs under uncertainty and discount", Journal of Industrial and Production Engineering, 2020, 37(1): p. 1-22.

[4]L.Huang, L. Murong, and W. Wang, "Green closed-loop supply chain network design considering cost control and CO2 emission", Modern Supply Chain Research and Applications, 2020, 2(1): p. 42-59.

[5]C.Mondal and B.C. Giri, "Pricing and used product collection strategies in a two-period closed-loop supply chain under greening level and effort dependent demand", Journal of Cleaner Production, 2020, 265: p. 121335.

[6]B.M. Tosarkani and S.H. Amin, "A possibilistic solution to configure a battery closed-loop supply chain: Multi-objective approach", Expert Systems with Applications, 2018, 92: p. 12-26.

[7]K.Tehrani, "A smart cyber physical multi-source energy system for an electric vehicle prototype", Journal of Systems Architecture, 2020,111: p. 101804.

[8]G.Aldemir,T.Beldek, and D.Celebi,"AClosed-Loop Sustainable Supply Chain Network Design with System Dynamics for Waste Electrical and Electronic Equipment", in Industrial Engineering in the Industry 4.0 Era. 2018. Cham: Springer International Publishing.

[9]P.Georgiadis and M.Besiou,"Environmental and economical sustainability of WEEE closed-loop supply chains with recycling: a system dynamics analysis", The International Journal of Advanced Manufacturing Technology, 2010,47(5): p. 475-493.

[10]Y.A. Alamerew and D. Brissaud, "Modelling reverse supply chain through system dynamics for realizing the transition towards the circular economy", A case study on electric vehicle batteries, Journal of Cleaner Production, 2020,254: p. 120025.

[11]M.T.Islam andN. Huda, "Reverse logistics and closed-loop supply chain of Waste Electrical and Electronic Equipment (WEEE)/E-waste", A comprehensive literature review. Resources, Conservation and Recycling, 2018, 137: p. 48-75.

[12]P.Georgiadis and M. Besiou,"Sustainability in electrical and electronic equipment closed-loop supply chains: A System Dynamics approach", Journal of Cleaner Production, 2008, 16(15): p. 1665-1678.

[13]D.Qiao,W. Gaoshang, G. Tianming, W. Bojie,and D. Tao,"Potential impact of the end-of-life batteries recycling of electric vehicles on lithium demand in China 2010–2050", Science of The Total Environment, 2021, 764: p. 142835.

[14]X.Chen and A.Chuluunsukh," Closed-Loop Supply Chain Model with Efficient Operation Strategy", 2018, Cham: Springer International Publishing.

[15]S.H.R.Pasandideh, S.T.A. Niaki, and K. Asadi, "Bi-objective optimization of a multi-product multi-period three-echelon supply chain problem under uncertain environments: NSGA-II and NRGA", Information Sciences, 2015, 292: p. 57-74.

[16]M.P.Garg, A. Jain, and G. Bhushan, "Modelling and multi-objective optimization of process parameters of wire electrical discharge machining using non-dominated sorting genetic algorithm-II. Proceedings of the Institution of Mechanical Engineers", Part B: Journal of Engineering Manufacture, 2012, 226(12): p. 1986-2001.

[17]İ.Kuban.Altınel,E.Durmaz, N.Aras, and K. CanÖzkısacık.,"A location–allocation heuristic for the capacitated multi-facility Weber problem with probabilistic customer locations", European Journal of Operational Research, 2009,198(3): p. 790-799.

[18]T.Drezner, Z. Drezner, and Z. Goldstein, "A Stochastic Gradual Cover Location Problem", Naval Research Logistics (NRL), 2010, 57: p. 367-372.