|
安徽省报废光伏组件逆向物流网络规划
|
Abstract:
报废组件逆向物流网络的最优布局问题是实现报废光伏组件资源化回收的关键。为设计符合未来报废光伏数量的回收网络,提出了一种基于报废量预测并以成本最小化为目标的混合整数规划模型,使用lingo软件进行求解,得到节点选址和各节点间流量分配的布局优化方案。以安徽省为例,建立报废光伏组件逆向物流网络,从而验证了模型的有效性。结果表明,回收中心和拆解处理中心的选址为合肥、蚌埠、淮南、芜湖、铜陵;再制造中心的选址是阳光新能源、安徽大恒能源、安徽天大;垃圾处理中心的选址为安徽浩悦、光大绿色、马鞍山澳新、铜陵市正源。该模型符合第三方回收商的效益目标,实现了报废光伏组件逆向物流网络设施选址和节点流量分配的成本最优化。
The optimal layout of the reverse logistics network of scrapped modules is the key to realizing the resource recovery of end-of-life PV modules. In order to design a recovery network that meets the future scrap PV quantity, a hybrid integer programming model based on scrap quantity prediction and cost minimization is proposed, and the layout optimization scheme of node site selection and traffic distribution between nodes is obtained by using lingo software. Taking Anhui Province as an example, a reverse logistics network for scrapped PV modules was established, which verified the effectiveness of the model. The results showed that the sites of the recycling center and the dismantling and processing center were Hefei, Bengbu, Huainan, Wuhu and Tongling. The sites of the remanufacturing center are Sunshine New Energy, Anhui Daheng Energy, Anhui Tianda; The garbage treatment center is located in Anhui Haoyue, Everbright Green, Maanshan Aonz, and Tongling Zhengyuan. This model meets the benefit objectives of third-party recyclers and optimizes the cost of facility siting and node traffic allocation of end-of-life PV modules reverse logistics network.
[1] | 黄敏. 代理商主导的退役工程机械产品再制造回收体系研究[D]: [博士学位论文]. 武汉: 华中科技大学, 2017. |
[2] | 王燕. 上海市报废汽车逆向物流网络优化研究[D]: [硕士学位论文]. 北京: 中国地质大学(北京), 2021. |
[3] | 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. |
[4] | Shadkam, E. (2022) Cuckoo Optimization Algorithm in Reverse Logistics: A Network Design for COVID-19 Waste Management. Waste Management & Research, 40, 458-469. https://doi.org/10.1177/0734242X211003947 |
[5] | Guo, Q. and Kluse, C. (2020) A Framework of Photovol-taics Recycling Facility Location Optimization. Sustainable Production and Consumption, 23, 105-110. https://doi.org/10.1016/j.spc.2020.04.003 |
[6] | 阮久莉, 郭玉文, 刘景洋, 乔琦. 我国打印机报废量预测研究[J]. 中国资源综合利用, 2013, 31(5): 32-35. |
[7] | 宋岷洧, 阮久莉. 基于不同模型的动力电池报废量预测比较[C]//《环境工程》2019年全国学术年会论文集(下册). 2019: 737-740. |
[8] | 张钦, 傅丽芝. 中国光伏组件报废量的预测[J]. 环境工程, 2020, 38(6): 214-220.
https://doi.org/10.13205/j.hjgc.202006035 |
[9] | Kumar, S. and Sarkar, B. (2013) Design for Reliability with Weibull Analysis for Photovoltaic Modules. International Journal of Engineering and Advanced Technology, 2, 146-151. |
[10] | Wu, Z., Lv, S., Song, H. and Yun, M. (2020) Statistical Modeling of UV-Induced PV Module Power Degradation Based on Acceleration Tests. IEEE Journal of Photovoltaics, 10, 144-149.
https://doi.org/10.1109/JPHOTOV.2019.2950590 |
[11] | 陆子恒. 利用Python语言和Excel函数拟合——以预测2100年中国白化病人口为例[J]. 中国新通信, 2018, 20(23): 225-226. |
[12] | 孙晓蕾. 基于Excel的多元线性回归优化模型预测地表水高锰酸盐指数[J]. 东北水利水电, 2017, 35(4): 12-14+25. |
[13] | Domínguez, A. and Geyer, R. (2017) Photovoltaic Waste Assessment in Mexico. Resources Conservation & Recycling, 127, 29-41. https://doi.org/10.1016/j.resconrec.2017.08.013 |
[14] | CPIA. 中国光伏行业协会[EB/OL]. http://www.chinapv.org.cn/association_profile.html |
[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. |
[16] | Idiano, D., Michela, M. and Paolo, R. (2017) Economic Feasibility for Recycling of Waste Crystalline Silicon Photovoltaic Modules. International Journal of Photoenergy, 2017, Article ID: 4184676.
https://doi.org/10.1155/2017/4184676 |
[17] | Deng, R., Chang, N.L., Ouyang, Z., et al. (2019) A Tech-no-Economic Review of Silicon Photovoltaic Module Recycling. Renewable and Sustainable Energy Reviews, 109, 532-550. https://doi.org/10.1016/j.rser.2019.04.020 |
[18] | Islam, M.T., Nizami, M., Mahmoudi, S., et al. (2021) Reverse Logistics Network Design for Waste Solar Photovoltaic Panels: A Case Study of New South Wales Councils in Australia. Waste Management & Research, 39, 386-395.
https://doi.org/10.1177/0734242X20962837 |
[19] | 李绍庆. 危险废物处置有了标准[EB/OL].
https://news.sina.com.cn/o/2010-06-01/060517590573s.shtml, 2010-06-01. |
[20] | 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. |
[21] | 新浪财经. 光伏组件“报废潮”来袭回收标准亟待确立[EB/OL].
https://finance.sina.com.cn/money/future/nyzx/2020-09-24/doc-iivhvpwy8594093.shtml, 2020-09-24. |
[22] | 问一问. 安装光伏人工费用[EB/OL]. https://zhidao.baidu.com/question/1119147944682813739.html |