Abstract
Due to economic, social, and environmental concerns, managing waste electrical and electronic equipment (WEEE) has become an important research area. The WEEE directive gives responsibility to producers for developing a system for recycling and disposal activities and handle all associated costs. This study proposes a mixed integer programming model for decision-makers to manage their activities on the WEEE closed-loop supply chain network. A decision-maker may be a single producer of any size or a managing body formed by a group of producers and/or third-party companies in the network. The model contributes to the research field by integrating product returns with different quality and damage levels. A set of scenarios was designed to evaluate the effects of the directive and the network design related issues (e.g., the minimum collection rates, the number of producers and stores in the network) on the objective function. The results indicate that the capacity balance among stores, producers, and recovery centers is vital to make the network profitable and sustainable.
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04 December 2020
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References
Akçalı E, Çetinkaya S, Üster H (2009) Network design for reverse and closed-loop supply chains: an annotated bibliography of models and solution approaches. Networks 53:231–248
Andrade DF, Romanelli JP, Pereira-Filho ER (2019) Past and emerging topics related to electronic waste management: top countries, trends, and perspectives. Environ Sci Pollut Res 26:17135–17151
Apple (2019) Apple Certified Refurbished Products. https://store.apple.com/Catalog/uk/Images/apple_certified.html. Accesed 08/01/2019
Balde CP, Forti V, Gray V, Kuehr R, Stegmann P (2017) The global e-waste monitor 2017: quantities, flows and resources. United Nations University, International Telecommunication Union
Capraz O, Polat O, Gungor A (2015) Planning of waste electrical and electronic equipment (WEEE) recycling facilities: MILP modelling and case study investigation. Flex Serv Manuf J 27:479–508
Capraz O, Polat O, Gungor A (2017) Performance evaluation of waste electrical and electronic equipment disassembly layout configurations using simulation. Front Environ Sci Eng 11:5
Chatterjee A, Abraham J (2017) Efficient management of e-wastes. Int J Environ Sci Technol 14:211–222
Chen W, Kucukyazici B, Verter V, Sáenz MJ (2015) Supply chain design for unlocking the value of remanufacturing under uncertainty. Eur J Oper Res 247:804–819
Chen YT, Chan FTS, Chung SH, Park W-Y (2018) Optimization of product refurbishment in closed-loop supply chain using multi-period model integrated with fuzzy controller under uncertainties. Robot Comput Integr Manuf 50:1–12
Chuang C-H, Wang CX, Zhao Y (2014) Closed-loop supply chain models for a high-tech product under alternative reverse channel and collection cost structures. Int J Prod Econ 156:108–123
Coskun S, Ozgur L, Polat O, Gungor A (2016) A model proposal for green supply chain network design based on consumer segmentation. J Clean Prod 110:149–157
Damrongsiri S, Vassanadumrongdee S, Tanwattana P (2016) Heavy metal contamination characteristic of soil in WEEE (waste electrical and electronic equipment) dismantling community: a case study of Bangkok, Thailand. Environ Sci Pollut Res 23:17026–17034
Das K, Chowdhury AH (2012) Designing a reverse logistics network for optimal collection, recovery and quality-based product-mix planning. Int J Prod Econ 135:209–221
Demirel N, Özceylan E, Paksoy T, Gökçen H (2014) A genetic algorithm approach for optimising a closed-loop supply chain network with crisp and fuzzy objectives. Int J Prod Res 52:3637–3664
Diallo C, Venkatadri U, Khatab A, Bhakthavatchalam S (2017) State of the art review of quality, reliability and maintenance issues in closed-loop supply chains with remanufacturing. Int J Prod Res 55:1277–1296
Doan LTT, Amer Y, Lee S-H, Phuc PNK, Dat LQ (2019) A comprehensive reverse supply chain model using an interactive fuzzy approach—a case study on the Vietnamese electronics industry. Appl Math Model 76:87–108
EU (2003) Directive 2002/96/EC of the European parliament and of the council of 27 January 2003 on waste electrical and electronic equipment (WEEE)—joint declaration of the European parliament. Off J Eur Union L037:24–39
EU (2011) Directive 2011/65/EU of the European Parliament and of the Council of 8 June 2011 on the restriction of the use of certain hazardous substances in electrical and electronic equipment (recast). Official J Eur Union L 174:88–110
EU (2012) Directive 2012/19/EU of the European Parliament and of the Council of 4 July 2012 on waste electrical and electronic equipment (WEEE) (recast). Official J Eur Union L 197:38–71
Govindan K, Soleimani H (2017) A review of reverse logistics and closed-loop supply chains: a Journal of Cleaner Production focus. J Clean Prod 142:371–384
Govindan K, Soleimani H, Kannan D (2015) Reverse logistics and closed-loop supply chain: a comprehensive review to explore the future. Eur J Oper Res 240:603–626
Grant DB, Banomyong R (2010) Design of closed-loop supply chain and product recovery management for fast-moving consumer goods: the case of a single-use camera. Asia Pac J Mark Logist 22:232–246
Hammond D, Beullens P (2007) Closed-loop supply chain network equilibrium under legislation. Eur J Oper Res 183:895–908
Hassanpour A, Bagherinejad J, Bashiri M (2019) A robust leader-follower approach for closed loop supply chain network design considering returns quality levels. Comput Ind Eng 136:293–304
He K, Sun Z, Hu Y, Zeng X, Yu Z, Cheng H (2017) Comparison of soil heavy metal pollution caused by e-waste recycling activities and traditional industrial operations. Environ Sci Pollut Res 24:9387–9398
Huisman J, Stevels A, Baldé K, Magalini F, Kuehr R (2019) The e-waste development cycle, part III—policy & legislation, business & finance, and technologies & skills, waste electrical and electronic equipment (WEEE) handbook. Elsevier, pp 93–141
Huscroft JR, Hazen BT, Hall D, Skipper JB, Hanna JB (2013) Reverse logistics: past research, current management issues, and future directions. Int J Logist Manag 24:304–327
Islam MT, Huda N (2018) Reverse logistics and closed-loop supply chain of waste electrical and electronic equipment (WEEE)/e-waste: a comprehensive literature review. Resour Conserv Recycl 137:48–75
Ismail H, Hanafiah MM (2019) An overview of LCA application in WEEE management: current practices, progress and challenges. J Clean Prod 232:79–93
Jayant A, Gupta P, Garg S (2012) Perspectives in reverse supply chain management (R-SCM): a state of the art literature review. JJMIE 6:87–102
Kazemi N, Modak NM, Govindan K (2018) A review of reverse logistics and closed loop supply chain management studies published in IJPR: a bibliometric and content analysis. International Journal of Production Research1-24
Khatami M, Mahootchi M, Farahani RZ (2015) Benders’ decomposition for concurrent redesign of forward and closed-loop supply chain network with demand and return uncertainties. Trans Res E 79:1–21
Kiddee P, Naidu R, Wong MH (2013) Electronic waste management approaches: an overview. Waste Manag 33:1237–1250
Kim S, Jeong B (2016) Closed-loop supply chain planning model for a photovoltaic system manufacturer with internal and external recycling. Sustainability 8:596
Krikke H (2011) Impact of closed-loop network configurations on carbon footprints: a case study in copiers. Resour Conserv Recycl 55:1196–1205
Krikke H, Bloemhof-Ruwaard J, Van Wassenhove LN (2003) Concurrent product and closed-loop supply chain design with an application to refrigerators. Int J Prod Res 41:3689–3719
Kumar A, Holuszko M, Espinosa DCR (2017) E-waste: an overview on generation, collection, legislation and recycling practices. Resour Conserv Recycl 122:32–42
Li X, Li Y, Govindan K (2014) An incentive model for closed-loop supply chain under the EPR law. J Oper Res Soc 65:88–96
Liu H, Lei M, Deng H, Keong Leong G, Huang T (2016) A dual channel, quality-based price competition model for the WEEE recycling market with government subsidy. Omega 59:290–302
Marra A, Cesaro A, Belgiorno V (2019) Recovery opportunities of valuable and critical elements from WEEE treatment residues by hydrometallurgical processes. Environ Sci Pollut Res 26:19897–19905
Özceylan E, Demirel N, Çetinkaya C, Demirel E (2017) A closed-loop supply chain network design for automotive industry in Turkey. Comput Ind Eng 113:727–745
Ozgur Polat L, Gungor A (2019) Network design problems in E-waste management. In: Prasad MNV, Vithanage M (eds) Electronic waste management and treatment technology. Butterworth-Heinemann, pp 77–102
Özkır V, Başlıgıl H (2012) Modelling product-recovery processes in closed-loop supply-chain network design. Int J Prod Res 50:2218–2233
Pérez-Belis V, Bovea M, Ibáñez-Forés V (2015) An in-depth literature review of the waste electrical and electronic equipment context: trends and evolution. Waste Manag Res 33:3–29
Phuc PNK, Yu VF, Chou S-Y (2013) Optimizing the fuzzy closed-loop supply chain for electrical and electronic equipments. Int J Fuzzy Syst:15
Polat O, Capraz O, Gungor A (2018) Modelling of WEEE recycling operation planning under uncertainty. J Clean Prod 180:769–779
Quariguasi Frota Neto J, Walther G, Bloemhof J, Van Nunen J, Spengler T (2010) From closed-loop to sustainable supply chains: the WEEE case. Int J Prod Res 48:4463–4481
REC (2016) Atık Elektrikli ve Elektronik Eşyalarin Kontrolü Yönetmeliği Belediye Uygulama Rehberi, Bölgesel Çevre Merkezi (REC) Türkiye
Robinson BH (2009) E-waste: an assessment of global production and environmental impacts. Sci Total Environ 408:183–191
Rodriguez-Garcia G, Weil M (2016) Life cycle assessment in WEEE recycling, WEEE Recycling. Elsevier, pp. 177-207
Samuel CN, Venkatadri U, Diallo C, Khatab A (2020) Robust closed-loop supply chain design with presorting, return quality and carbon emission considerations. J Clean Prod 247:119086
Seuring S, Müller M (2008) From a literature review to a conceptual framework for sustainable supply chain management. J Clean Prod 16:1699–1710
Shaharudin MR, Govindan K, Zailani S, Tan KC, Iranmanesh M (2017) Product return management: linking product returns, closed-loop supply chain activities and the effectiveness of the reverse supply chains. J Clean Prod 149:1144–1156
Soleimani H, Kannan G (2015) A hybrid particle swarm optimization and genetic algorithm for closed-loop supply chain network design in large-scale networks. Appl Math Model 39:3990–4012
Talaei M, Farhang Moghaddam B, Pishvaee MS, Bozorgi-Amiri A, Gholamnejad S (2016) A robust fuzzy optimization model for carbon-efficient closed-loop supply chain network design problem: a numerical illustration in electronics industry. J Clean Prod 113:662–673
Taleizadeh AA, Moshtagh MS, Moon I (2017) Optimal decisions of price, quality, effort level and return policy in a three-level closed-loop supply chain based on different game theory approaches. Eur J Ind Eng 11:486–525
Tansel B (2017) From electronic consumer products to e-wastes: global outlook, waste quantities, recycling challenges. Environ Int 98:35–45
Van Engeland J, Beliën J, De Boeck L, De Jaeger S (2020) Literature review: strategic network optimization models in waste reverse supply chains. Omega 91:102012
Wang W, Ding J, Sun H (2018) Reward-penalty mechanism for a two-period closed-loop supply chain. J Clean Prod 203:898–917
Widmer R, Oswald-Krapf H, Sinha-Khetriwal D, Schnellmann M, Böni H (2005) Global perspectives on e-waste. Environ Impact Assess Rev 25:436–458
Xue M, Xu Z (2017) Application of life cycle assessment on electronic waste management: a review. Environ Manag 59:693–707
Yoo SH, Kim BC (2016) Joint pricing of new and refurbished items: a comparison of closed-loop supply chain models. Int J Prod Econ 182:132–143
Zeng AZ, Hou J (2018) Procurement and coordination under imperfect quality and uncertain demand in reverse mobile phone supply chain. Int J Prod Econ
Zoeteman BC, Krikke HR, Venselaar J (2010) Handling WEEE waste flows: on the effectiveness of producer responsibility in a globalizing world. Int J Adv Manuf Technol 47:415–436
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Appendix
Appendix
Table 4 presents unit selling prices of refurbished and new products, unit inspection costs, weights of products, the minimum recovery rates, the minimum collection quantities, unit production costs, production capacities, the minimum production amounts, transportation costs of products according to different transporter alternatives and revenue coefficients of satisfying disassembly and refurbishment requirements for product i, respectively. The weight percentages of products are taken from Polat et al. (2018). Table 5 contains data for purchasing costs of collected products from stores and probabilities of the various types of damage conditions of the collected products and unit refurbishing costs and productivity rates for each recovery centers.
Table 6 presents the demand amounts for new and refurbished products and capacities of stores for collected products.
Table 7 shows disassembly costs, the minimum disassembly amounts and disassembly capacities of recovery center r for collected product i, and on hand amount and buying prices of product i in collection center k.
The marginal revenues, unit selling prices, demands, transportation costs, revenue coefficients, and CO2 emission penalty coefficients of transportation according to usable part/component u are presented in Table 8.
Table 9 shows transportation capacities of transporters and related CO2 emission penalty coefficients for new or refurbished product i.
Table 10 presents unit storage costs, storage capacities and distances according to distribution center d, the distances according to recovery center r and the data for disposal costs, and transportation costs and CO2 emission penalty imposed by the transportation of harmful material h.
Table 11 contains weight percentages of usable part/component f and harmful materials h for collected product i. Weight percentages of collected products for the first type of damage condition are also obtained from Polat et al. (2018).
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Ozgur Polat, L., Gungor, A. WEEE closed-loop supply chain network management considering the damage levels of returned products. Environ Sci Pollut Res 28, 7786–7804 (2021). https://doi.org/10.1007/s11356-020-10249-6
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DOI: https://doi.org/10.1007/s11356-020-10249-6