Closed-loop supply chain design for the transition towards a circular economy: A systematic literature review of methods, applications and current gaps

Abstract Over the past decade, significant attention has been devoted to Closed-Loop Supply Chain (CLSC) design problems. As such, this review aims at assessing whether the current modelling approaches for CLSC problems can support the transition towards a Circular Economy at a supply chain level. The paper comprehensively assesses the extent to which existing modelling approaches evaluate the performance of supply chains across the complete spectrum of sustainability dimensions. Also, the capability of the current approaches of incorporating strategic, tactical, and operational decisions is considered, along with adopted solution methodologies. As a result, a comprehensive analysis was performed on 254 selected articles. This paper emphasises how most of the current literature in the field is affected by a disconnection between supply chain design and the founding principles of Circular Economy. Specifically, the CLSC literature exhibits a reductionist interpretation of the Circular Economy. CLSC studies focusing on all three dimensions of sustainability are relatively rare, and performance measurement approaches appear to be very much focused on monetary issues. While methodological contributions appear adequate to focus on the non-deterministic nature of CLSC design problems, there is paucity of empirically-grounded research. Coherently, a research agenda is proposed, in order to address the mentioned gaps and increase the relevance of this research field to practice.

[1]  Augusto Q. Novais,et al.  Addressing the uncertain quality and quantity of returns in closed-loop supply chains , 2012, Comput. Chem. Eng..

[2]  Xiaoxia Zhu,et al.  Eco-efficient based logistics network design in hybrid manufacturing/ remanufacturing system in low-carbon economy , 2013 .

[3]  Ali Bozorgi-Amiri,et al.  Closed loop supply chain network design for the paper industry: A multi-objective stochastic robust approach , 2017 .

[4]  Adrien Presley,et al.  The theory and practice of Reverse Logistics , 2007 .

[5]  M. Hekkert,et al.  Circular futures: What Will They Look Like? , 2020, Ecological Economics.

[6]  Eren Özceylan,et al.  A closed-loop supply chain network design for automotive industry in Turkey , 2017, Comput. Ind. Eng..

[7]  R. Tavakkoli-Moghaddam,et al.  Sustainable design of a closed-loop location-routing-inventory supply chain network under mixed uncertainty , 2016 .

[8]  Muthusamy Aravendan,et al.  Literature Review on Network Design Problems in Closed Loop and Reverse Supply Chains , 2014 .

[9]  Diego C. Cafaro,et al.  Supply chain networks servicing upstream operations in oil and gas fields after the shale revolution , 2019, AIChE Journal.

[10]  Ying Zhang,et al.  An integrated location-inventory problem in a closed-loop supply chain with third-party logistics , 2018, Int. J. Prod. Res..

[12]  Abbas Mirakhorli,et al.  Fuzzy multi-objective optimization for closed loop logistics network design in bread-producing industries , 2014 .

[13]  Gunjan Soni,et al.  Multi-echelon closed-loop supply chain network design and configuration under supply risks and logistics risks , 2017 .

[14]  Ali Doniavi,et al.  A generic two-stage fuzzy inference system for dynamic prioritization of customers , 2019, Expert Syst. Appl..

[15]  Sarada Prasad Sarmah,et al.  Future aspect of acquisition management in closed-loop supply chain , 2016 .

[16]  A. Hamidieh,et al.  A Robust Reliable Closed Loop Supply Chain Network Design under Uncertainty: A Case Study in Equipment Training Centers , 2017 .

[17]  Behnam Malmir,et al.  Role of third-party companies in a sustainable supply chain design , 2018 .

[18]  Kang-Dae Lee,et al.  INTEGRATED FORWARD AND REVERSE LOGISTICS MODEL : A CASE STUDY IN DISTILLING AND SALE COMPANY IN KOREA , 2012 .

[19]  Sandip Roy,et al.  Local open‐ and closed‐loop manipulation of multiagent networks , 2018, International Journal of Robust and Nonlinear Control.

[20]  M. Talaei,et al.  A robust fuzzy optimization model for carbon-efficient closed-loop supply chain network design problem: a numerical illustration in electronics industry , 2016 .

[21]  Luk N. Van Wassenhove,et al.  Product Reuse Economics in Closed‐Loop Supply Chain Research , 2008 .

[22]  Ana Paula Barbosa-Póvoa,et al.  The retrofit of a closed-loop distribution network: the case of lead batteries , 2010 .

[23]  Jairo R. Montoya-Torres,et al.  Sustainability metrics for real case applications of the supply chain network design problem: A systematic literature review , 2019, Journal of Cleaner Production.

[24]  Turan Paksoy,et al.  Modeling and optimizing the integrated problem of closed-loop supply chain network design and disassembly line balancing , 2014 .

[25]  Chengbin Chu,et al.  A Bi-Objective Green Closed Loop Supply Chain Design Problem with Uncertain Demand , 2018 .

[26]  T. Irohara,et al.  Redesigning an Existing Recovery Logistics Network in Closed Loop Supply Chain , 2017 .

[27]  Hamed Soleimani,et al.  A hybrid particle swarm optimization and genetic algorithm for closed-loop supply chain network design in large-scale networks , 2015 .

[28]  Carlos A. Méndez,et al.  Integrating decisions of product and closed-loop supply chain design under uncertain return flows , 2018, Comput. Chem. Eng..

[29]  Hokey Min,et al.  Designing a closed-loop supply chain with stochastic product returns: a Genetic Algorithm approach , 2011 .

[30]  Manoj Kumar Tiwari,et al.  A Hybrid Territory Defined evolutionary algorithm approach for closed loop green supply chain network design , 2016, Comput. Ind. Eng..

[31]  Lisa M. Ellram,et al.  A bibliometric analysis of reverse logistics research (1992-2015) and opportunities for future research , 2017 .

[32]  Jyoti Dhingra Darbari,et al.  Fuzzy criteria programming approach for optimising the TBL performance of closed loop supply chain network design problem , 2019, Ann. Oper. Res..

[33]  Vedat Verter,et al.  Multi-period reverse logistics network design , 2012, Eur. J. Oper. Res..

[34]  M. El-Haram,et al.  The argument against a reductionist approach for measuring sustainable development performance and the need for methodological pluralism , 2009 .

[35]  Reza Tavakkoli-Moghaddam,et al.  A multi-objective model for the closed-loop supply chain network design with a price-dependent demand, shortage and disruption , 2019, J. Intell. Fuzzy Syst..

[36]  Georges Zaccour,et al.  A selective survey of game-theoretic models of closed-loop supply chains , 2019, 4OR.

[37]  Shaligram Pokharel,et al.  Emission policies and their analysis for the design of hybrid and dedicated closed-loop supply chains , 2017 .

[38]  Tsan-Ming Choi,et al.  A review on supply chain contracts in reverse logistics : supply chain structures and channel leaderships , 2017 .

[39]  Kanchan Das,et al.  Designing a reverse logistics network for optimal collection, recovery and quality-based product-mix planning , 2012 .

[40]  A. M. Kimiagari,et al.  Simultaneous optimization of operational and financial decisions to closed-loop supply chain network under uncertainty , 2016 .

[41]  Mohsen Shafiei Nikabadi,et al.  Hybrid robust, stochastic and possibilistic programming for closed-loop supply chain network design , 2018, Comput. Ind. Eng..

[42]  Abdolhossein Sadrnia,et al.  Recovering lead, plastic, and sulphuric acid from automobile used batteries by mathematical reverse logistics network modelling , 2019 .

[43]  Seyed Babak Ebrahimi,et al.  A stochastic multi-objective location-allocation-routing problem for tire supply chain considering sustainability aspects and quantity discounts , 2018, Journal of Cleaner Production.

[44]  A. Noorul Haq,et al.  Integration of closed loop distribution supply chain network and 3PRLP selection for the case of battery recycling , 2011 .

[45]  Angappa Gunasekaran,et al.  The design of a responsive sustainable supply chain network under uncertainty , 2015 .

[46]  Kannan Govindan,et al.  Fuzzy multi-objective sustainable and green closed-loop supply chain network design , 2017, Comput. Ind. Eng..

[47]  Reynaldo Cruz-Rivera,et al.  Production , Manufacturing and Logistics Reverse logistics network design for the collection of End-of-Life Vehicles in Mexico , 2009 .

[48]  Jennifer A. Pazour,et al.  Investigating the Environmental and Economic Impact of Loading Conditions and Repositioning Strategies for Pallet Pooling Providers , 2018 .

[49]  Benjamin T. Hazen Strategic reverse logistics disposition decisions: from theory to practice , 2011 .

[50]  P. C. Jha,et al.  A multi-criteria optimization approach to manage environmental issues in closed loop supply chain network design , 2015 .

[51]  Maghsoud Amiri,et al.  Designing a multi-product multi-period supply chain network with reverse logistics and multiple objectives under uncertainty , 2017 .

[52]  R. Geyer,et al.  Circular Economy Rebound , 2017 .

[53]  J. Bi,et al.  The Circular Economy: A New Development Strategy in China , 2006 .

[54]  Antonio Carlos Braz,et al.  The bullwhip effect in closed-loop supply chains: A systematic literature review , 2018, Journal of Cleaner Production.

[55]  Rajesh K. Singh,et al.  A literature review and perspectives in reverse logistics , 2015 .

[56]  Mohsen Shafiei Nikabadi,et al.  Novel robust fuzzy programming for closed-loop supply chain network design under hybrid uncertainty , 2019, J. Intell. Fuzzy Syst..

[57]  Elif Akçali,et al.  Quantitative models for inventory and production planning in closed-loop supply chains , 2011 .

[58]  Reza Tavakkoli-Moghaddam,et al.  An interactive possibilistic programming approach for a multi-objective closed-loop supply chain network under uncertainty , 2014, Int. J. Syst. Sci..

[59]  John Willmer Escobar,et al.  Robust design of a closed-loop supply chain under uncertainty conditions integrating financial criteria , 2019, Omega.

[60]  J. Korhonen,et al.  Circular Economy: The Concept and its Limitations , 2018 .

[61]  Onur Kaya,et al.  A mixed integer nonlinear programming model and heuristic solutions for location, inventory and pricing decisions in a closed loop supply chain , 2016, Comput. Oper. Res..

[62]  Lei Wang,et al.  Risk-Averse Facility Location for Green Closed-Loop Supply Chain Networks Design under Uncertainty , 2018, Sustainability.

[63]  João Miguel da Costa Sousa,et al.  Designing closed-loop supply chains with nonlinear dimensioning factors using ant colony optimization , 2015, Soft Comput..

[64]  Saeid Rezaei,et al.  A comprehensive approach in designing a sustainable closed-loop supply chain network using cross-docking operations , 2018, Comput. Math. Organ. Theory.

[65]  Akshay Mutha,et al.  Perspectives in reverse logistics : A review , 2009 .

[66]  Reza Tavakkoli-Moghaddam,et al.  A new bi-objective model for a closed-loop supply chain problem with inventory and transportation times , 2016 .

[67]  A. Barbosa‐Póvoa,et al.  Incorporating social aspects in sustainable supply chains: Trends and future directions , 2019, Journal of Cleaner Production.

[68]  S. H. Mirmohammadi,et al.  A Novel Sustainable Closed-loop Supply Chain Network Design by Considering Routing and Quality of Products , 2018, International Journal of Engineering.

[69]  Kannan Govindan,et al.  Overview of coordination contracts within forward and reverse supply chains , 2013 .

[70]  Alfonso Vargas-Sánchez Opportunities and Challenges of Circular Economy for the Tourism Industry , 2020 .

[71]  Mehdi Amini,et al.  Closed-loop supply chain configuration for new and reconditioned products: An integrated optimization model , 2017 .

[72]  N. Saccani,et al.  Challenges in supply chain redesign for the Circular Economy: a literature review and a multiple case study , 2018, Int. J. Prod. Res..

[73]  Fu Chen,et al.  A Practical Approach to Reduce Greenhouse Gas Emissions from Open Dumps through Infrastructure Restructuring: A Case Study in Nanjing City, China , 2018, Sustainability.

[74]  Marjolein C.J. Caniëls,et al.  Understanding value creation in closed loop supply chains – Past findings and future directions , 2015 .

[75]  Mauro Gamberi,et al.  A planning model for the optimisation of the end-of-life vehicles recovery network , 2014 .

[76]  Iiro Harjunkoski,et al.  Sustainable supply chain network design for the optimal utilization of municipal solid waste , 2018, AIChE Journal.

[77]  Subramanian Pazhani,et al.  A bi-objective network design model for multi-period, multi-product closed-loop supply chain , 2013 .

[78]  Behnam Vahdani,et al.  An Optimization Model for Multi-objective Closed-loop Supply Chain Network under uncertainty: A Hybrid Fuzzy-stochastic Programming Method , 2015 .

[79]  David Simchi-Levi,et al.  Sustainable supply chain design: a closed-loop formulation and sensitivity analysis , 2012 .

[80]  Amir Mohajeri,et al.  A carbon footprint-based closed-loop supply chain model under uncertainty with risk analysis: A case study , 2016 .

[81]  I. Litvinchev,et al.  Multiperiod and stochastic formulations for a closed loop supply chain with incentives , 2014 .

[82]  Elif Akçali,et al.  Network design for reverse and closed‐loop supply chains: An annotated bibliography of models and solution approaches , 2009, Networks.

[83]  Xiang Li,et al.  Closed-loop supply chain network design for hazardous products with uncertain demands and returns , 2017, Appl. Soft Comput..

[84]  Reza Zanjirani Farahani,et al.  Competitive closed-loop supply chain network design with price-dependent demands , 2015 .

[85]  Saman Hassanzadeh Amin,et al.  Effects of uncertainty on a tire closed-loop supply chain network , 2017, Expert Syst. Appl..

[86]  J. Framiñan,et al.  Closed-loop supply chains: What reverse logistics factors influence performance? , 2016 .

[87]  Saman Hassanzadeh Amin,et al.  Network configuration of a bottled water closed-loop supply chain with green supplier selection , 2018, Journal of Remanufacturing.

[88]  G.D.H. Claassen,et al.  Closing loops in agricultural supply chains using multi-objective optimization : A case study of an industrial mushroom supply chain , 2017 .

[89]  D. Andrews,et al.  The circular economy, design thinking and education for sustainability , 2015 .

[90]  Adib Bensalem,et al.  A bibliometric analysis of reverse logistics from 1992 to 2017 , 2018, Supply Chain Forum: An International Journal.

[91]  Rene V. Mayorga,et al.  Multi-objective Fuzzy Programming of Closed-Loop Supply Chain Considering Sustainable Measures , 2018, Int. J. Fuzzy Syst..

[92]  M. Pishvaee,et al.  Competitive closed-loop supply chain network design under uncertainty , 2015 .

[93]  Rob van der Heijden,et al.  Understanding approaches to complexity and uncertainty in closed-loop supply chain management: Past findings and future directions , 2018, Journal of Cleaner Production.

[94]  A. Genovese,et al.  The Circular Economy at a Crossroads: Technocratic Eco-Modernism or Convivial Technology for Social Revolution? , 2020 .

[95]  Adil Baykasoğlu,et al.  A case-oriented approach to a lead/acid battery closed-loop supply chain network design under risk and uncertainty , 2015 .

[96]  Hassan Mina,et al.  An accelerated benders decomposition algorithm for a bi-objective green closed loop supply chain network design problem , 2019, Journal of Cleaner Production.

[97]  A. Hamidieh,et al.  A Robust Reliable Forward-reverse Supply Chain Network Design Model under Parameter and Disruption Uncertainties , 2017 .

[98]  Vedat Verter,et al.  Designing distribution systems with reverse flows , 2017 .

[99]  Tasbirul Islam,et al.  Reverse logistics and closed-loop supply chain of Waste Electrical and Electronic Equipment (WEEE)/E-waste: A comprehensive literature review , 2018, Resources, Conservation and Recycling.

[100]  Turan Paksoy,et al.  A Novel Interactive Fuzzy Programming Approach for Optimization of Allied Closed-Loop Supply Chains , 2018, Int. J. Comput. Intell. Syst..

[101]  Armin Jabbarzadeh,et al.  Closed-loop supply chain network design under disruption risks: A robust approach with real world application , 2018, Comput. Ind. Eng..

[102]  Laureano F. Escudero,et al.  On risk management of a two-stage stochastic mixed 0-1 model for the closed-loop supply chain design problem , 2019, Eur. J. Oper. Res..

[103]  Suparno,et al.  Closed-loop Supply Chain with Remanufacturing: A Literature Review , 2012 .

[104]  Ramez Kian,et al.  A robust fuzzy mathematical programming model for the closed-loop supply chain network design and a whale optimization solution algorithm , 2019, Expert Syst. Appl..

[105]  Behnam Vahdani,et al.  A bi-objective interval-stochastic robust optimization model for designing closed loop supply chain network with multi-priority queuing system , 2015 .

[106]  G. Kannan,et al.  Analysis of closed loop supply chain using genetic algorithm and particle swarm optimisation , 2009 .

[107]  Reverse logistics network : A literature review , 2014 .

[108]  Kannan Govindan,et al.  Reverse logistics and closed-loop supply chain: A comprehensive review to explore the future , 2015, Eur. J. Oper. Res..

[109]  Reza Tavakkoli-Moghaddam,et al.  A fuzzy pricing model for a green competitive closed-loop supply chain network design in the presence of disruptions , 2018, Journal of Cleaner Production.

[110]  Adil Baykasoğlu,et al.  A fuzzy goal programming model to strategic planning problem of a lead/acid battery closed-loop supply chain , 2015 .

[111]  Augusto Q. Novais,et al.  A strategic and tactical model for closed-loop supply chains , 2009, OR Spectr..

[112]  A Mixed Integer Linear Programming Model Proposal for Network Design of a Multi-Phase, Environmental and Flexible Closed Loop Supply Chain , 2013 .

[113]  P. Parthiban,et al.  Selection of Transportation Channels in Closed-Loop Supply Chain Using Meta-Heuristic Algorithm , 2018, Int. J. Inf. Syst. Supply Chain Manag..

[114]  Xin Zhang,et al.  A Robust Fuzzy Optimization Model for Closed-Loop Supply Chain Networks Considering Sustainability , 2019, Sustainability.

[115]  Mohsen Sadegh Amalnick,et al.  A new fuzzy mathematical model for green supply chain network design , 2017 .

[116]  Harold Krikke,et al.  Impact of closed-loop network configurations on carbon footprints: A case study in copiers , 2011 .

[117]  P. Wells,et al.  Business models and closed-loop supply chains: a typology , 2005 .

[118]  Gengui Zhou,et al.  A Mathematical Programming Model with Equilibrium Constraints for Competitive Closed-Loop Supply Chain Network Design , 2017, Asia Pac. J. Oper. Res..

[119]  S. Koh,et al.  Sustainable supply chain management and the transition towards a circular economy: Evidence and some applications $ , 2017 .

[120]  Alireza Hamidieh,et al.  A Possibilistic Reliable and Responsive Closed Loop Supply Chain Network Design Model under Uncertainty , 2017 .

[121]  Soroush Avakh Darestani,et al.  Robust optimization of a bi-objective closed-loop supply chain network for perishable goods considering queue system , 2019, Comput. Ind. Eng..

[122]  Mehmet Ali Ilgin,et al.  Environmentally conscious manufacturing and product recovery (ECMPRO): A review of the state of the art. , 2010, Journal of environmental management.

[123]  Saman Hassanzadeh Amin,et al.  A facility location model for global closed-loop supply chain network design , 2017 .

[124]  Reza Tavakkoli-Moghaddam,et al.  Designing a Reliable Multi-Objective Queuing Model of a Petrochemical Supply Chain Network under Uncertainty: A Case Study , 2017, Comput. Chem. Eng..

[125]  Huisheng Pei,et al.  Modeling Stochastic Multi-Period Multi-Product Closed-Loop Supply Chain Network by Joint Service Level Constraints , 2018 .

[126]  Christoph H. Glock,et al.  Decision support models for managing returnable transport items in supply chains: A systematic literature review , 2017 .

[127]  Saman Hassanzadeh Amin,et al.  An integrated chance-constrained stochastic model for a mobile phone closed-loop supply chain network with supplier selection , 2019, Journal of Cleaner Production.

[128]  Xiaohui Chen,et al.  A novel approach integrating FANP and MOMILP for the collection centre location problem in closed-loop supply chain , 2020 .

[129]  Jeroen Beliën,et al.  Literature review: Strategic network optimization models in waste reverse supply chains , 2020 .

[130]  Fariba Goodarzian,et al.  A Fuzzy multi-objective programming approach to develop a green closed-loop supply chain network design problem under uncertainty: Modifications of imperialist competitive algorithm , 2019, RAIRO Oper. Res..

[131]  Ana Paula Barbosa-Póvoa,et al.  Design and Planning of Closed-Loop Supply Chains: A Risk-Averse Multistage Stochastic Approach , 2016 .

[132]  Reza Sadeghi Rad,et al.  A novel multi-objective optimization model for integrated problem of green closed loop supply chain network design and quantity discount , 2018, Journal of Cleaner Production.

[133]  Seyed Mohammad Mirjalili,et al.  Multi-objective stochastic closed-loop supply chain network design with social considerations , 2018, Appl. Soft Comput..

[134]  Mohammad Reza Mohammadi,et al.  A De Novo programming approach for a robust closed-loop supply chain network design under uncertainty: An M/M/1 queueing model , 2015 .

[135]  Mir Saman Pishvaee,et al.  A new robust possibilistic programming model for reliable supply chain network design: A case study of lead-acid battery supply chain , 2019, RAIRO Oper. Res..

[136]  Augusto Q. Novais,et al.  Simultaneous design and planning of supply chains with reverse flows: A generic modelling framework , 2010, Eur. J. Oper. Res..

[137]  Min Huang,et al.  A retailer oriented closed-loop supply chain network design for end of life construction machinery remanufacturing , 2016 .

[138]  Ming Liu,et al.  Integrated optimization model for distribution network design: a case study of the clothing industry , 2019, Int. Trans. Oper. Res..

[139]  Jafar Razmi,et al.  A new bi-objective mixed integer linear programming for designing a supply chain considering CO2 emission , 2014 .

[140]  A. Scolobig,et al.  Choosing the most appropriate sustainability assessment tool , 2012 .

[141]  Mohammad Mahdi Paydar,et al.  A faucet closed-loop supply chain network design considering used faucet exchange plan , 2019, Journal of Cleaner Production.

[142]  Kannan Govindan,et al.  A review of reverse logistics and closed-loop supply chains: a Journal of Cleaner Production focus , 2017 .

[143]  Gilvan C. Souza Closed-Loop Supply Chains: A Critical Review, and Future Research , 2013, Decis. Sci..

[144]  Shokri Z. Selim,et al.  ROBUST OPTIMIZATION FOR CLOSED-LOOP SUPPLY CHAIN NETWORK DESIGN CONSIDERING CARBON POLICIES UNDER UNCERTAINTY , 2018 .

[145]  Maurizio Faccio,et al.  Multi-stage supply network design in case of reverse flows: a closed-loop approach , 2011 .

[146]  V. Daniel R. Guide,et al.  OR FORUM - The Evolution of Closed-Loop Supply Chain Research , 2009, Oper. Res..

[147]  Ramin Sahamie,et al.  Transdisciplinary Research in Sustainable Operations – An Application to Closed-Loop Supply Chains , 2013 .

[148]  Behnam Vahdani,et al.  Designing a realistic ICT closed loop supply chain network with integrated decisions under uncertain demand and lead time , 2019, Knowl. Based Syst..

[149]  Tao Lu,et al.  Integrated Logistics Network Design in Hybrid Manufacturing/Remanufacturing System Under Low-Carbon Restriction , 2012 .

[150]  Elif Akçali,et al.  Benders decomposition with alternative multiple cuts for a multi‐product closed‐loop supply chain network design model , 2007 .

[151]  A. Barbosa‐Póvoa,et al.  Sustainable supply chains: An integrated modeling approach under uncertainty , 2017, Omega.

[152]  S. Ryan,et al.  Closed-loop supply chain network design with multiple transportation modes under stochastic demand and uncertain carbon tax , 2018 .

[153]  Peter Jacobsen,et al.  How the reverse supply chain impacts the firm’s financial performance: A manufacturer’s perspective , 2018 .

[154]  Janet Godsell,et al.  Supply Chain Configurations in the Circular Economy: A Systematic Literature Review , 2017 .

[155]  Behrooz Karimi,et al.  Closed-loop supply chain network design under a fuzzy environment , 2014, Knowl. Based Syst..

[156]  Mahdi Bashiri,et al.  Closed loop supply chain network design with fuzzy tactical decisions , 2016 .

[157]  Mohammad Mohammadi,et al.  A priority-based firefly algorithm for network design of a closed-loop supply chain with price-sensitive demand , 2019, Comput. Ind. Eng..

[158]  Benjamin H. Lowe,et al.  Is efficiency enough for circular economy? , 2021 .

[159]  Hao Tan,et al.  Circular economy: Lessons from China , 2016, Nature.

[160]  Michael C. Georgiadis,et al.  Optimal design of closed-loop supply chain networks with multifunctional nodes , 2015, Comput. Chem. Eng..

[161]  Samir K. Srivastava,et al.  Network design for reverse logistics , 2008 .

[162]  Jacqueline M. Bloemhof-Ruwaard,et al.  THE IMPACT OF PRODUCT RECOVERY ON LOGISTICS NETWORK DESIGN , 2001 .

[163]  Jiayu Shen,et al.  An environmental supply chain network under uncertainty , 2020 .

[164]  Davide Luzzini,et al.  Supply chain performance measurement systems: A systematic review and research agenda , 2017 .

[165]  Ehsan Shekarian,et al.  A review of factors affecting closed-loop supply chain models , 2020, Journal of Cleaner Production.

[166]  Erik Sundin,et al.  Core (product) Acquisition Management for remanufacturing: a review , 2015 .

[167]  P. Schröder,et al.  Making the circular economy work for human development , 2020 .

[168]  K. Govindan,et al.  A review of reverse logistics and closed loop supply chain management studies published in IJPR: a bibliometric and content analysis , 2018, Int. J. Prod. Res..

[169]  R. K. Pati,et al.  Evolution of sustainability in supply chain management: A literature review , 2017 .

[170]  Vedat Verter,et al.  Supply chain design for unlocking the value of remanufacturing under uncertainty , 2015, Eur. J. Oper. Res..

[171]  Chun Yang,et al.  The Value of Business–Government Ties for Manufacturing Firms’ Product Innovation during Institutional Transition in China , 2018, Sustainability.

[172]  Ehsan Nikbakhsh,et al.  Robust closed-loop global supply chain network design under uncertainty: the case of the medical device industry , 2015 .

[173]  D. Chmielewski,et al.  Value-Optimal Sensor Network Design for Steady-State and Closed-loop Systems Using the Generalized Benders Decomposition , 2017 .

[174]  Soroush Avakh Darestani,et al.  A Multi-Objective Fuzzy Approach to Closed-Loop Supply Chain Network Design with Regard to Dynamic Pricing , 2019 .

[175]  Iraj Mahdavi,et al.  A possibilistic programming approach to analyze a closed-loop polyethylene tanks supply chain based on decision tree and discounted cash flow , 2020, International Journal of Management Science and Engineering Management.

[176]  Mir Saman Pishvaee,et al.  A possibilistic programming approach for closed-loop supply chain network design under uncertainty , 2010, Fuzzy Sets Syst..

[177]  Sarah M. Ryan,et al.  Robust design of a closed-loop supply chain network for uncertain carbon regulations and random product flows , 2014, EURO J. Transp. Logist..

[178]  Gilles Guieu,et al.  The intellectual structure of the competence-based management , 2010 .

[179]  Abdelhakim Khatab,et al.  State of the art review of quality, reliability and maintenance issues in closed-loop supply chains with remanufacturing , 2017, Int. J. Prod. Res..

[180]  J. D. Darbari,et al.  Fuzzy multi-objective approach for optimal selection of suppliers and transportation decisions in an eco-efficient closed loop supply chain network , 2017 .

[181]  Vildan Özkir,et al.  Multi-objective optimization of closed-loop supply chains in uncertain environment , 2013 .

[182]  Angappa Gunasekaran,et al.  Reverse Logistics network design: a review on strategic perspective , 2012 .

[183]  Francisco Saldanha-da-Gama,et al.  Facility location and supply chain management - A review , 2009, Eur. J. Oper. Res..

[184]  E. Manavalan,et al.  A review of Internet of Things (IoT) embedded sustainable supply chain for industry 4.0 requirements , 2019, Comput. Ind. Eng..

[185]  Turan Paksoy,et al.  A Decentralized Model for Allied Closed-Loop Supply Chains: Comparative Analysis of Interactive Fuzzy Programming Approaches , 2017, Int. J. Fuzzy Syst..

[186]  Manoj Kumar Tiwari,et al.  Facility Location for a Closed-Loop Distribution Network: A Hybrid Approach , 2016 .

[187]  Ehsan Pourjavad,et al.  An optimization model for network design of a closed-loop supply chain: a study for a glass manufacturing industry , 2018, International Journal of Management Science and Engineering Management.

[188]  Dapeng Yang,et al.  Distribution-Free Stochastic Closed-Loop Supply Chain Design Problem with Financial Management , 2019, Sustainability.

[189]  Reza Zanjirani Farahani,et al.  Benders’ decomposition for concurrent redesign of forward and closed-loop supply chain network with demand and return uncertainties , 2015 .

[190]  Riccardo Manzini,et al.  On the design of closed-loop networks for product life cycle management: Economic, environmental and geography considerations , 2015 .

[191]  Mohamad Y. Jaber,et al.  A review of mathematical inventory models for reverse logistics and the future of its modeling: An environmental perspective , 2016 .

[192]  Ahmad Jafarian,et al.  Designing a sustainable closed-loop supply chain network based on triple bottom line approach: A comparison of metaheuristics hybridization techniques , 2014, Eur. J. Oper. Res..

[193]  Mostafa Zandieh,et al.  A memetic algorithm with a novel neighborhood search and modified solution representation for closed-loop supply chain network design , 2019, Comput. Ind. Eng..

[194]  Navid Sahebjamnia,et al.  Sustainable tire closed-loop supply chain network design: Hybrid metaheuristic algorithms for large-scale networks , 2018, Journal of Cleaner Production.

[195]  Seyed Mohammad Mirjalili,et al.  Hybrid optimizers to solve a tri-level programming model for a tire closed-loop supply chain network design problem , 2018, Appl. Soft Comput..

[196]  Keyvan Kamandanipour,et al.  A fuzzy-random programming for integrated closed-loop logistics network design by using priority-based genetic algorithm , 2013 .

[197]  Mostafa Hajiaghaei-Keshteli,et al.  Sustainable closed-loop supply chain network design with discount supposition , 2019, Neural Computing and Applications.

[198]  S. Ulgiati,et al.  A review on circular economy: the expected transition to a balanced interplay of environmental and economic systems , 2016 .

[199]  Saeed Yaghoubi,et al.  A dynamic bi-objective closed-loop supply chain network design considering supplier selection and remanufacturer subcontractors , 2018 .

[200]  D. Tranfield,et al.  Producing a systematic review. , 2009 .

[201]  Nicholas Chileshe,et al.  Exploring sustainable post-end-of-life of building operations , 2019, Engineering, Construction and Architectural Management.

[202]  S. Selim,et al.  Multi-period planning of closed-loop supply chain with carbon policies under uncertainty , 2017 .

[203]  Sergio Rubio,et al.  Characteristics of the research on reverse logistics (1995–2005) , 2008 .

[204]  Mohsen Akbarpour Shirazi,et al.  A new multi-criteria scenario-based solution approach for stochastic forward/reverse supply chain network design , 2016, Ann. Oper. Res..

[205]  Alejandro Padilla-Rivera,et al.  Addressing the Social Aspects of a Circular Economy: A Systematic Literature Review , 2020, Sustainability.

[206]  Fariborz Jolai,et al.  An enhanced possibilistic programming approach for reliable closed-loop supply chain network design , 2016 .

[207]  Anita Abdi,et al.  A set of calibrated metaheuristics to address a closed-loop supply chain network design problem under uncertainty , 2019, International Journal of Systems Science: Operations & Logistics.

[208]  L. N. Van Wassenhove,et al.  Concurrent product and closed-loop supply chain design with an application to refrigerators , 2003 .

[209]  Homa Amirian,et al.  A novel transportation location routing network for the sustainable closed-loop supply chain considering the quality of returns , 2020 .

[210]  S. T. A. Niaki,et al.  Modeling and solving a sustainable closed loop supply chain problem with pricing decisions and discounts on returned products , 2019, Journal of Cleaner Production.

[211]  A. Barbosa‐Póvoa,et al.  Towards supply chain sustainability: economic, environmental and social design and planning , 2015 .

[212]  Kathrin Fischer,et al.  Extension of multi-commodity closed-loop supply chain network design by aggregate production planning , 2016, Logist. Res..

[213]  Zhi-Hai Zhang,et al.  Location, inventory and testing decisions in closed-loop supply chains: A multimedia company , 2019, IISE Trans..

[214]  Lu Zhen,et al.  Facility location and scale optimisation in closed-loop supply chain , 2019, Int. J. Prod. Res..

[215]  Reza Tavakkoli-Moghaddam,et al.  Reliable design of a closed loop supply chain network under uncertainty: An interval fuzzy possibilistic chance-constrained model , 2013 .

[216]  Wenji Zhou,et al.  A GIS-based green supply chain model for assessing the effects of carbon price uncertainty on plastic recycling , 2019, Int. J. Prod. Res..

[217]  Benjamin T. Hazen,et al.  Reverse logistics disposition decision‐making , 2012 .

[218]  Mohammad Mahdi Paydar,et al.  A robust optimization model for the design of a cardboard closed-loop supply chain , 2017 .

[219]  Manoj Kumar Tiwari,et al.  Closed loop supply chain networks: Designs for energy and time value efficiency , 2017 .

[220]  Adil Baykasoğlu,et al.  Designing an environmentally conscious tire closed-loop supply chain network with multiple recovery options using interactive fuzzy goal programming , 2015 .

[221]  Rommert Dekker,et al.  Closed-loop supply chains of reusable articles: a typology grounded on case studies , 2012 .

[222]  Breno Barros Telles do Carmo,et al.  Social circular economy indicators: Selection through fuzzy delphi method , 2021 .

[223]  Ali Azadeh,et al.  Supplier selection in closed loop supply chain by an integrated simulation-Taguchi-DEA approach , 2016, J. Enterp. Inf. Manag..

[224]  Mohammad Yavari,et al.  An integrated two-layer network model for designing a resilient green-closed loop supply chain of perishable products under disruption , 2019, Journal of Cleaner Production.

[225]  Jighyasu Gaur,et al.  Antecedents of closed-loop supply chain in emerging economies: A conceptual framework using stakeholder’s perspective , 2018, Resources, Conservation and Recycling.

[226]  Hamed Soleimani,et al.  Developing an ant colony approach for green closed-loop supply chain network design: a case study in gold industry , 2016 .

[227]  R. Passaro,et al.  Circular Economy and the Transition to a Sustainable Society: Integrated Assessment Methods for a New Paradigm , 2021, Circular Economy and Sustainability.

[228]  T. T. Narendran,et al.  PRISM: PRIority based SiMulated annealing for a closed loop supply chain network design problem , 2013, Appl. Soft Comput..

[229]  Behnam Vahdani,et al.  Robust gasoline closed loop supply chain design with redistricting, service sharing and intra-district service transfer , 2019, Transportation Research Part E: Logistics and Transportation Review.

[230]  Y. Liu,et al.  A Stochastic Chance Constrained Closed-Loop Supply Chain Network Design Model with VaR Criterion , 2017 .

[231]  Vildan Özkir,et al.  Modelling product-recovery processes in closed-loop supply-chain network design , 2012 .

[232]  Wencheng Wang,et al.  Green and sustainable closed-loop supply chain network design under uncertainty , 2019, Journal of Cleaner Production.

[233]  Ajay Pal Singh Rathore,et al.  Embedding risk in closed-loop supply chain network design: Case of a hospital furniture manufacturer , 2017 .

[234]  Amir Saman Kheirkhah,et al.  Integrated and Dynamic Design of Sustainable Closed-loop Supply Chain Network Considering Pricing , 2017 .

[235]  Saman Hassanzadeh Amin,et al.  An environmental optimization model to configure a hybrid forward and reverse supply chain network under uncertainty , 2019, Comput. Chem. Eng..

[236]  Yu-Chung Tsao,et al.  Closed-loop supply chain network designs considering RFID adoption , 2017, Comput. Ind. Eng..

[237]  Jafar Bagherinejad,et al.  A robust leader-follower approach for closed loop supply chain network design considering returns quality levels , 2019, Comput. Ind. Eng..

[238]  Joe Miemczyk,et al.  Supply chain management and the circular economy: towards the circular supply chain , 2018 .

[239]  Mohammad Yavari,et al.  Heuristic method for robust optimization model for green closed-loop supply chain network design of perishable goods , 2019, Journal of Cleaner Production.

[240]  M. Hajiaghaei-Keshteli,et al.  Heuristic-based metaheuristics to address a sustainable supply chain network design problem , 2018 .

[241]  Iman Ghasemian Sahebi,et al.  Scenario-based designing of closed-loop supply chain with uncertainty in returned products , 2019 .

[242]  Shan Lu,et al.  Integrated scheduling of a hybrid manufacturing and recovering system in a multi-product multi-stage environment with carbon emission , 2019, Journal of Cleaner Production.

[243]  Tzu-Li Chen,et al.  A particle swarm approach for optimizing a multi-stage closed loop supply chain for the solar cell industry , 2017 .

[245]  Ramin Sahamie,et al.  Review of research on closed loop supply chain management in the process industry , 2014 .

[246]  Horst A. Eiselt,et al.  Location analysis: A synthesis and survey , 2005, Eur. J. Oper. Res..

[247]  Adel Azar,et al.  A novel robust fuzzy stochastic programming for closed loop supply chain network design under hybrid uncertainty , 2017, Fuzzy Sets Syst..

[248]  Mohammad Mahdi Paydar,et al.  A Bi-Objective Stochastic Closed-loop Supply Chain Network Design Problem Considering Downside Risk , 2017 .

[249]  Benny Tjahjono,et al.  Unveiling the potentials of circular economy values in logistics and supply chain management , 2019, The International Journal of Logistics Management.

[250]  Abu Bakar Mahat,et al.  Integrated forward and reverse supply chain: A tire case study. , 2017, Waste management.

[251]  Ed C. M. Noyons,et al.  A unified approach to mapping and clustering of bibliometric networks , 2010, J. Informetrics.