光伏报废组件逆向物流回收网络规划研究
Research on the Planning of Reverse Logistics Recycling Network for Photovoltaic Scrap Modules
摘要: 我国光伏行业迅速发展。光伏产业在助力我国碳达峰、碳中和的同时,也产生了退役光伏产品造成环境污染的新问题。为应对将来会出现的光伏组件“报废潮”,本研究建立了一个以逆向物流网络总成本最小化和碳排放量成本最小化为目标,考虑客户区、回收中心、拆解处理中心、再制造中心以及废弃物处理机构的四层回收网络系统的混合整数规划模型(Mixed Integer Linear Program, MILP)来设计报废组件回收网络,借助Gurobi软件求解最优解,从而确定网络中的设施选址和各个节点的流量分配情况。最后,我们以山东省为应用研究对象,对山东省报废光伏组件回收网络进行规划设计,确定网络选址及流量分配,验证MILP模型的有效性,并希望为其他城市建立报废组件回收网络提供参考。
Abstract: China’s photovoltaic industry has developed rapidly. While helping China’s carbon peak and carbon neutrality, the photovoltaic industry has also created new problems of environmental pollution caused by decommissioned photovoltaic products. In order to cope with the future “end-of- life wave” of photovoltaic modules, this study established a Mixed Integer Linear Program model (MILP) to design a recycling network for end-of-life components. Consider that the model needs to match the reality, the model is based on a four-tier recycling network system that considers customer areas, recycling centers, dismantling centers, remanufacturing centers, and waste disposal agencies. This model aims to minimize the total cost of the reverse logistics network and minimize the cost of carbon emissions. We solve the optimal solution with the help of Gurobi software to determine the location of facilities in the network and the distribution of traffic to each node. Finally, taking Shandong Province as the application research object, we planned and designed the scrap photovoltaic module recycling network in Shandong Province, determined the network site selection and traffic distribution, verified the effectiveness of the MILP model. We hope that our research will provide a reference for other cities to establish end-of-life component recycling networks.
文章引用:武嘉鑫, 吴鸿生, 赵艺茗, 张亚笃, 李丽杰, 孙源. 光伏报废组件逆向物流回收网络规划研究[J]. 环境保护前沿, 2022, 12(4): 892-905. https://doi.org/10.12677/AEP.2022.124112

参考文献

[1] Stock, J.R. (1992) Reverse Logistics. Council of Logistics Management, Oak Brook, IL.
[2] 中华人民共和国国家标准GB/T18354-2001物流术语(下) [J]. 中国储运, 2006(4): 40-43.
[3] Min, H., Ko, H.J. and Chang, S.K. (2006) A Genetic Algorithm Approach to Developing the Multi-Echelon Reverse Logistics Network for Product Returns. Omega, 34, 56-69. [Google Scholar] [CrossRef
[4] Min, H. and Ko, H.J. (2012) The Dynamic Design of a Reverse Logistics Network from the Perspective of Third-Party Logistics Service Providers. International Journal of Production Economics, 113, 176-192. [Google Scholar] [CrossRef
[5] Ramezani, M., Bashiri, M. and Tavakkoli-Moghaddam, R. (2013) A New Multi-Objective Stochastic Model for a Forward/Reerse Logistic Network Design with Responsiveness and Quality Level. Applied Mathematical Modelling, 37, 328-344. [Google Scholar] [CrossRef
[6] Kim, H., Yang, J. and Lee, K.D. (2009) Vehicle Routing in Reverse Logistics for Recycling End-of-Life Consumer Electronic Goods in South Korea. Transportation Research Part D Transport & Environment, 14, 291-299. [Google Scholar] [CrossRef
[7] 严南南, 李明. 基于低碳的报废汽车逆向物流网络选址问题研究[J]. 重庆交通大学学报(自然科学版), 2016, 35(5): 180-184.
[8] 董贵颖, 胡坚垄, 黄有方. 废旧汽车再制造逆向物流网络模型优化[J]. 上海海事大学学报, 2018, 39(1): 60-66.
[9] 徐娟, 孙文霞. 可循环快递箱逆向物流网络选址规划[J]. 科学技术与工程, 2020, 20(14): 5870-5874.
[10] 刘志峰, 赵鹏, 黄海鸿, 许泽莹. 废旧电器再制造/再利用逆向物流库存模型[J]. 环境工程学报, 2017, 11(8): 4708-4717.
[11] 徐友良, 陈锦生, 石悦悦, 应夏晖. 汽车再制造逆向物流网络选址规划研究[J]. 公路交通科技, 2015, 32(9): 154-158.
[12] 陈刘芬, 王强, 崔梦茹, 晏绘, 吴亚鑫, 郎钰婷. 黑龙江省废旧轮胎逆向物流网络选址优化[J]. 物流技术, 2020, 39(12): 57-61+106.
[13] 马建龙, 蒋婧秋. 城市固体废弃物逆向物流与节约环境治理成本研究——基于多周期与多目标的动态选址分析[J]. 价格理论与实践, 2020(7): 77-80. [Google Scholar] [CrossRef
[14] 罗宜美, 万福来, 赵南海.基于MILP的再制造逆向物流网络设施选址研究[J]. 工业工程与管理, 2012, 17(5): 16-20+28. [Google Scholar] [CrossRef
[15] 傅丽芝. 我国光伏组件报废量预测及回收网络规划研究[D]: [硕士学位论文]. 南京: 南京航空航天大学, 2020.[CrossRef
[16] Paiano, A. (2015) Photovoltaic waste assessment in Italy. Renewable and Sustainable Energy Reviews, 41, 99-112. [Google Scholar] [CrossRef
[17] 张志波. 关于光伏项目组件物流运输市场的价格分析[J]. 中国市场, 2019(24): 168-169. [Google Scholar] [CrossRef
[18] 马伟华. 淮安市废旧家电回收物流网络设计研究[D]: [硕士学位论文]. 南京: 南京理工大学, 2014.
[19] Yu, H. and Solvang, W.D. (2016) A General Reverse Logistics Network Design Model for Product Reuse and Recycling with Environmental Considerations. The International Journal of Advanced Manufacturing Technology, 87, 2693-2711. [Google Scholar] [CrossRef