Employing spatio-temporal analysis and multi-period location to optimize waste photovoltaic recycling network
被引:2
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作者:
Weng, Jingxue
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机构:
Tsinghua Univ, Shenzhen Int Grad Sch, Div Logist & Transportat, Shenzhen 518055, Peoples R China
Nanjing Univ Aeronaut & Astronaut, Res Ctr Soft Energy Sci, Nanjing 211106, Peoples R ChinaTsinghua Univ, Shenzhen Int Grad Sch, Div Logist & Transportat, Shenzhen 518055, Peoples R China
Weng, Jingxue
[1
,2
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Zhang, Libo
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机构:
Nanjing Univ Aeronaut & Astronaut, Res Ctr Soft Energy Sci, Nanjing 211106, Peoples R China
Nanjing Univ Aeronaut & Astronaut, Coll Econ & Management, Nanjing 211106, Peoples R ChinaTsinghua Univ, Shenzhen Int Grad Sch, Div Logist & Transportat, Shenzhen 518055, Peoples R China
Zhang, Libo
[2
,3
]
Tang, Jialin
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机构:
Nanjing Univ Aeronaut & Astronaut, Res Ctr Soft Energy Sci, Nanjing 211106, Peoples R China
Nanjing Univ Aeronaut & Astronaut, Coll Econ & Management, Nanjing 211106, Peoples R ChinaTsinghua Univ, Shenzhen Int Grad Sch, Div Logist & Transportat, Shenzhen 518055, Peoples R China
Tang, Jialin
[2
,3
]
Wang, Qunwei
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机构:
Nanjing Univ Aeronaut & Astronaut, Res Ctr Soft Energy Sci, Nanjing 211106, Peoples R China
Nanjing Univ Aeronaut & Astronaut, Coll Econ & Management, Nanjing 211106, Peoples R ChinaTsinghua Univ, Shenzhen Int Grad Sch, Div Logist & Transportat, Shenzhen 518055, Peoples R China
Wang, Qunwei
[2
,3
]
Zhou, Dequn
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机构:
Nanjing Univ Aeronaut & Astronaut, Res Ctr Soft Energy Sci, Nanjing 211106, Peoples R China
Nanjing Univ Aeronaut & Astronaut, Coll Econ & Management, Nanjing 211106, Peoples R ChinaTsinghua Univ, Shenzhen Int Grad Sch, Div Logist & Transportat, Shenzhen 518055, Peoples R China
Zhou, Dequn
[2
,3
]
机构:
[1] Tsinghua Univ, Shenzhen Int Grad Sch, Div Logist & Transportat, Shenzhen 518055, Peoples R China
[2] Nanjing Univ Aeronaut & Astronaut, Res Ctr Soft Energy Sci, Nanjing 211106, Peoples R China
[3] Nanjing Univ Aeronaut & Astronaut, Coll Econ & Management, Nanjing 211106, Peoples R China
China has reached the cumulative installed capacity of 471 GW for photovoltaic (PV) power generation by mid2023, a development anticipated to result in a significant accumulation of waste PV modules. Analysis about spatio-temporal features of waste PV modules is a crucial step toward the development of efficient recycling network and the maximization of collection rate. We first employ the GM(1,1) model and the Weibull distribution to forecast that the quantity of scrap in China until 2040 will reach 700 GW. The study further estimates spatial distribution of wastes using hotspot analysis. Based on spatio-temporal distribution, this study extends the multi-period dynamic location model (MPDLM) for the recycling network of waste PV modules by incorporating the Triple Bottom Line (TBL) approach to minimize economic-environmental-social comprehensive cost and robust optimization for recycling demand uncertainty. A test conducted in the context of East China validates the effectiveness of the model, and the minimum cost 4.67354 x 107 CNY of dynamic location demonstrates the potential for practical value and cost savings about 80 % of multi-period compared with single-period model. This study can serve as a reference for relevant departments in formulating policies, as well as for recycling enterprises in making informed investment decisions.
机构:
Foshan Univ, Sch Math & Big Data, Foshan, Peoples R China
Natl Univ Def Technol, Coll Syst Engn, Changsha, Hunan, Peoples R China
Hunan Univ, Sch Business Adm, Changsha, Hunan, Peoples R ChinaFoshan Univ, Sch Math & Big Data, Foshan, Peoples R China
Shi, Jianmai
Chen, Wenyi
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机构:
ESC Rennes Sch Business, Rennes, France
Tata Steel Europe, Ijmuiden, NetherlandsFoshan Univ, Sch Math & Big Data, Foshan, Peoples R China
Chen, Wenyi
Zhou, Zhongbao
论文数: 0引用数: 0
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机构:
Hunan Univ, Sch Business Adm, Changsha, Hunan, Peoples R ChinaFoshan Univ, Sch Math & Big Data, Foshan, Peoples R China
Zhou, Zhongbao
Zhang, Guoqing
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机构:
Univ Windsor, Fac Engn, Windsor, ON, CanadaFoshan Univ, Sch Math & Big Data, Foshan, Peoples R China
机构:
Beijing Univ Technol, Fac Architecture Civil & Transportat Engn, Beijing 100124, Peoples R ChinaBeijing Univ Technol, Fac Architecture Civil & Transportat Engn, Beijing 100124, Peoples R China
Hu, Wanjie
Dong, Jianjun
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机构:
Nanjing Tech Univ, Coll Civil Engn, Nanjing 211800, Peoples R ChinaBeijing Univ Technol, Fac Architecture Civil & Transportat Engn, Beijing 100124, Peoples R China
Dong, Jianjun
Xu, Na
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机构:
China Univ Min & Technol, Sch Mech & Civil Engn, Xuzhou 221116, Jiangsu, Peoples R ChinaBeijing Univ Technol, Fac Architecture Civil & Transportat Engn, Beijing 100124, Peoples R China