Classification of Factors Associated with a Closed-Loop Supply Chain System, Their Modelling Methods and Strategies

Environmental impact of the industries has been one of the primary concerns of the society today due to increased carbon emission and non-sustainability in their open-end supply chain systems. Closed-loop supply chain system (CLSC) is an improved system often suggested by researchers to enhance sustainability and lower environmental degradation by closing the loop of the product lifecycle and encouraging product returns and other green activities. The concept was strengthened by the introduction of various policies and regulations by the government for the sake of maintaining the health of the environment. In this paper, a thorough investigation of the CLSC system and categories/groups of factors influencing the optimal parameters of a CLSC system have been reported. Modelling of CLSC strategies involves different uncertainty problems which are required to be solved using different mathematical models. These uncertainty problems are governed by the varying numbers assigned to the uncertainty factors. This paper gives an account of various modelling methods and solution strategies commonly used in the research of CLSC systems for solving the uncertainty problems and analyze different aspects of the practical system for an optimized supply chain system.

[1]  Wenbo Shi,et al.  A Study of Product Weight and Collection Rate in Closed-Loop Supply Chains With Recycling , 2013, IEEE Transactions on Engineering Management.

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

[3]  Arshinder Kaur,et al.  Allocation of external returns of different quality grades to multiple stages of a closed loop supply chain , 2015 .

[4]  Moshe F. Friedman Balancing stocks and backlogs with stochastic lead times : A special case , 1984, Comput. Oper. Res..

[5]  Gengui Zhou,et al.  Collection and Remanufacturing of Waste Products under Patent Protection and Government Regulation , 2018 .

[6]  Horng-Jinh Chang,et al.  An inventory model for deteriorating items with linear trend demand under the condition of permissible delay in payments , 2001 .

[7]  Maozhu Jin,et al.  Robust environmental closed-loop supply chain design under uncertainty , 2015 .

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

[9]  Pietro De Giovanni Environmental collaboration in a closed-loop supply chain with a reverse revenue sharing contract , 2014, Ann. Oper. Res..

[10]  Maryam Esmaeili,et al.  Using game theory for analysing pricing models in closed-loop supply chain from short- and long-term perspectives , 2016 .

[11]  Feng Zhang,et al.  Incremental Density-Based Link Clustering Algorithm for Community Detection in Dynamic Networks , 2016 .

[12]  M. Ormazábal,et al.  Towards a consensus on the circular economy , 2017 .

[13]  Syed Aqib Jalil,et al.  An uncertain model for integrated production-transportation closed-loop supply chain network with cost reliability , 2019, Sustainable Production and Consumption.

[14]  Imre Dobos,et al.  Design of contract parameters in a closed-loop supply chain , 2013, Central Eur. J. Oper. Res..

[15]  Ravi Subramanian,et al.  Sharing Responsibility for Product Recovery Across the Supply Chain , 2012 .

[16]  Yuanjie He Supply risk sharing in a closed-loop supply chain , 2017 .

[17]  Georges Zaccour,et al.  A two-period game of a closed-loop supply chain , 2012, Eur. J. Oper. Res..

[18]  R. Merli,et al.  How do scholars approach the circular economy? A systematic literature review , 2017 .

[19]  Youwei Li,et al.  Sustainable Decisions on Product Upgrade Confrontations with Remanufacturing Operations , 2018, Sustainability.

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

[21]  Y.-K. Liu,et al.  Convergent results about the use of fuzzy simulation in fuzzy optimization problems , 2006, IEEE Transactions on Fuzzy Systems.

[22]  Christos Zikopoulos,et al.  On the attractiveness of sorting before disassembly in remanufacturing , 2008 .

[23]  Cheng-Han Wu OEM product design in a price competition with remanufactured product , 2013 .

[24]  Yanting Huang,et al.  Dual-Recycling Channel Decision in a Closed-Loop Supply Chain with Cost Disruptions , 2017 .

[25]  L. Beril Toktay,et al.  How Collection Cost Structure Drives a Manufacturer's Reverse Channel Choice , 2013 .

[26]  Jiaguo Liu,et al.  Pricing strategy of closed-loop supply chain under disruptions , 2016 .

[27]  Yu-Chung Tsao,et al.  A supply chain network with product remanufacturing and carbon emission considerations: a two-phase design , 2017, Journal of Intelligent Manufacturing.

[28]  Yingsheng Su,et al.  Government Reward-Penalty Mechanism in Closed-Loop Supply Chain Based on Dynamics Game Theory , 2018, Discrete Dynamics in Nature and Society.

[29]  Abdelhakim Khatab,et al.  Robust closed-loop supply chain design with presorting, return quality and carbon emission considerations , 2020 .

[30]  Matthew J. Liberatore,et al.  Technical Note - The EOQ Model under Stochastic Lead Time , 1979, Oper. Res..

[31]  Xinwang Liu,et al.  An Orness Measure for Quasi-Arithmetic Means , 2006, IEEE Transactions on Fuzzy Systems.

[32]  Cheng-Han Wu Price and service competition between new and remanufactured products in a two-echelon supply chain , 2012 .

[33]  Guowei Hua,et al.  The Carbon Subsidy Analysis in Remanufacturing Closed-Loop Supply Chain , 2014 .

[34]  Nengmin Wang,et al.  Reverse Revenue Sharing Contract versus Two-Part Tariff Contract under a Closed-Loop Supply Chain System , 2016 .

[35]  Zongjun Wang,et al.  Closed-loop supply chain models with product take-back and hybrid remanufacturing under technology licensing , 2017 .

[36]  Chengyong Xiao,et al.  Carbon Quotas, Subsidies and Engineering Machinery Remanufacturing , 2016 .

[37]  Baoding Liu,et al.  Uncertain programming: optimization theory in uncertain environments , 2000, Ninth IEEE International Conference on Fuzzy Systems. FUZZ- IEEE 2000 (Cat. No.00CH37063).

[38]  Kamran S. Moghaddam Fuzzy multi-objective model for supplier selection and order allocation in reverse logistics systems under supply and demand uncertainty , 2015, Expert Syst. Appl..

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

[40]  Liwen Liu,et al.  Retail Services and Pricing Decisions in a Closed-Loop Supply Chain with Remanufacturing , 2015 .

[41]  Suresh Garg,et al.  Determining cost effectiveness index of remanufacturing: A graph theoretic approach , 2013 .

[42]  J.-T. Teng,et al.  Optimal ordering policies for a retailer in a supply chain with up-stream and down-stream trade credits , 2007, J. Oper. Res. Soc..

[43]  S. Sana,et al.  Analyzing structure of two-echelon closed-loop supply chain for pricing, quality and recycling management , 2018 .

[44]  Shengdi Zhang,et al.  Spatial Pattern and Evolution of Urban System Based on Gravity Model and Whole Network Analysis in the Huaihe River Basin of China , 2018, Discrete Dynamics in Nature and Society.

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

[46]  Justin P. Johnson Targeted Advertising and Advertising Avoidance , 2011 .

[47]  Shad Dowlatshahi,et al.  Developing a Theory of Reverse Logistics , 2000, Interfaces.

[48]  Arda Yenipazarli,et al.  Managing new and remanufactured products to mitigate environmental damage under emissions regulation , 2016, Eur. J. Oper. Res..

[49]  Qunwei Wang,et al.  Uncertainty factors, methods, and solutions of closed-loop supply chain — A review for current situation and future prospects , 2020 .

[50]  Haolan Liao,et al.  A non-probabilistic model of carbon footprints in remanufacture under multiple uncertainties , 2019, Journal of Cleaner Production.

[51]  Y. Xiong,et al.  Carbon emissions in a dual channel closed loop supply chain : the impact of consumer free riding behavior. , 2016 .

[52]  Yu Wang,et al.  Models for closed-loop supply chain with trade-ins , 2017 .

[53]  Ying Dai,et al.  Pay-as-you-throw versus recycling fund system in closed-loop supply chains with alliance recycling , 2018, Int. Trans. Oper. Res..

[54]  Xiaodong Zhu,et al.  Differential Pricing Decision and Coordination of Green Electronic Products from the Perspective of Service Heterogeneity , 2018 .

[55]  G. Keong Leong,et al.  Refurbishing authorization strategy in the secondary market for electrical and electronic products , 2018 .

[56]  Yan Wang,et al.  Decision support under uncertainties based on robust Bayesian networks in reverse logistics management , 2009, Int. J. Comput. Appl. Technol..

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

[58]  Ruozhen Qiu,et al.  Dynamic models of closed-loop supply chain and robust H∞ control strategies , 2009 .

[59]  Jian-Jun Wang,et al.  Third-party remanufacturing mode selection: Outsourcing or authorization? , 2016 .

[60]  Kin Keung Lai,et al.  Trade-Old-for-Remanufactured Closed-Loop Supply Chains with Carbon Tax and Government Subsidies , 2018, Sustainability.

[61]  Ravi Patnayakuni,et al.  Military supply chains and closed-loop systems: resource allocation and incentives in supply sourcing and supply chain design , 2014 .

[62]  Paul Bowman,et al.  The value of RFID for RTI management , 2009, Electron. Mark..

[63]  Yu Xiong,et al.  Manufacturer-remanufacturing vs supplier-remanufacturing in a closed-loop supply chain , 2016 .

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

[65]  Pan Zhang,et al.  Designing contracts for a closed-loop supply chain under information asymmetry , 2014, Oper. Res. Lett..

[66]  Xianpei Hong,et al.  Joint advertising, pricing and collection decisions in a closed-loop supply chain , 2015 .

[67]  Ronald S. Tibben-Lembke,et al.  Going Backwards: Reverse Logistics Trends and Practices , 1999 .

[68]  Qianwang Deng,et al.  An environmental benefits and costs assessment model for remanufacturing process under quality uncertainty , 2018 .

[69]  Kannan Govindan,et al.  Quantity and collection decisions in a closed-loop supply chain with technology licensing , 2017, Eur. J. Oper. Res..

[70]  J. Quariguasi Frota Neto,et al.  From closed-loop to sustainable supply chains: the WEEE case , 2007 .

[71]  Wei Yan,et al.  Bricks vs. clicks: Which is better for marketing remanufactured products? , 2015, Eur. J. Oper. Res..

[72]  Guang Yang,et al.  Pricing and service decision of dual-channel operations in an O2O closed-loop supply chain , 2017, Ind. Manag. Data Syst..

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

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

[75]  Nana Wan The impacts of low carbon subsidy, collection mode, and power structure on a closed-loop supply chain , 2018, Journal of Renewable and Sustainable Energy.

[76]  Rajendra Kumar Kaushal,et al.  Strategic Analysis of Computer Waste Management Options: Game-Theoretic Approach , 2013 .

[77]  Yanting Huang,et al.  Demand disruptions, pricing and production decisions in a closed-loop supply chain with technology licensing , 2018, Journal of Cleaner Production.

[78]  Haolan Liao,et al.  Optimal remanufacture-up-to strategy with uncertainties in acquisition quality, quantity, and market demand , 2019, Journal of Cleaner Production.

[79]  Xiaoqiang Cai,et al.  Optimal pricing policy for a deteriorating product by dynamic tracking control , 2013 .

[80]  Subhash C. Sarin,et al.  Joint-advertising for collection of returned products in a closed-loop supply chain under uncertain environment , 2017, Comput. Ind. Eng..

[81]  Marly Monteiro de Carvalho,et al.  The circular economy umbrella: Trends and gaps on integrating pathways , 2018 .

[82]  Hengyu Li,et al.  Owning or Outsourcing? Strategic Choice on Take-Back Operations for Third-Party Remanufacturing , 2018 .

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

[84]  Georges Zaccour,et al.  Incentive strategies for an optimal recovery program in a closed-loop supply chain , 2014, Eur. J. Oper. Res..

[85]  Cheng-Han Wu,et al.  Cooperation regarding technology development in a closed-loop supply chain , 2017, Eur. J. Oper. Res..

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

[87]  Patroklos Georgiadis,et al.  Environmental and economical sustainability of WEEE closed-loop supply chains with recycling: a system dynamics analysis , 2010 .

[88]  Maria Besiou,et al.  Closed‐Loop Supply Chains for Photovoltaic Panels: A Case‐Based Approach , 2016 .

[89]  Jennifer Shang,et al.  Reverse channel selection under remanufacturing risks: Balancing profitability and robustness , 2016 .

[90]  Peter Milling,et al.  From waste to value – a system dynamics model for strategic decision-making in closed-loop supply chains , 2013 .

[91]  Georghios P. Sphicas,et al.  Technical Note - On the Solution of an Inventory Model with Variable Lead Times , 1982, Oper. Res..

[92]  Hassan Mina,et al.  An Integrated Hybrid Approach for Circular supplier selection and Closed loop Supply Chain Network Design under Uncertainty , 2020, Journal of Cleaner Production.

[93]  Otto Rentz,et al.  Special Section: Closed-Loop Supply Chains: Practice and Potential: Closed-Loop Supply Chains for Spent Batteries , 2003, Interfaces.

[94]  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.

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

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

[97]  Hui Li,et al.  Pricing, Carbon Emission Reduction, Low-Carbon Promotion and Returning Decision in a Closed-Loop Supply Chain under Vertical and Horizontal Cooperation , 2017, International journal of environmental research and public health.

[98]  Mark E. Ferguson,et al.  The Effect of Competition on Recovery Strategies , 2006 .

[99]  Xiaohua Han,et al.  Collection channel and production decisions in a closed-loop supply chain with remanufacturing cost disruption , 2017, Int. J. Prod. Res..

[100]  Eleonora Bottani,et al.  Modeling and multi-objective optimization of closed loop supply chains: A case study , 2015, Comput. Ind. Eng..

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

[102]  Minglun Ren,et al.  Closed-loop supply chain coordination strategy for the remanufacture of patented products under competitive demand , 2016 .

[103]  Wenhui Zhou,et al.  Competitive advantage of qualified WEEE recyclers through EPR legislation , 2017, Eur. J. Oper. Res..

[104]  Ravi Subramanian,et al.  Extended Producer Responsibility for E‐Waste: Individual or Collective Producer Responsibility? , 2012 .