New energy vehicles ownership;
power demand;
bidirectional long and short term memory;
REGIONAL DIFFERENCES;
PREDICTION;
STRATEGY;
D O I:
10.1177/0958305X241251430
中图分类号:
X [环境科学、安全科学];
学科分类号:
08 ;
0830 ;
摘要:
The random charging behavior of new energy vehicles (NEVs) will bring new challenges to the matching between electric vehicle charging facilities (EVCF) and NEVs. In order to explore whether the power supply capacity of urban EVCF can meet the charging requirements of NEVs, using the progression of NEVs in Beijing as a basis, initially, the Monte Carlo simulation (MCS) approach simulates the power demand trajectory for NEVs in the region. Subsequently, to forecast the ownership trends of NEVs across three distinct scenarios from 2021 to 2030, the study employs Grey correlation analysis combined with the bidirectional long short-term memory model (GRA-BiLSTM), facilitating the determination of NEVs' charging needs. Second, the charging supply of EVCF for the next 10 years is derived by analyzing different development scenarios with three growth rates of EVCF and three combinations of fast and slow pile ratios. The findings indicate a discrepancy between the rate of increase in ownership of NEVs and the rate of increase in charging infrastructure in Beijing between 2021 and 2030. Even under a scenario of high growth in NEV ownership, the balance between supply and demand for charging capacity is not achieved, resulting in suboptimal utilization of charging infrastructure.
机构:
Guangxi Power Grid Corp, Nanning Power Supply Bur, Nanning 530021, Peoples R ChinaGuangxi Power Grid Corp, Nanning Power Supply Bur, Nanning 530021, Peoples R China
Bao, Haibo
Guo, Xiaoxuan
论文数: 0引用数: 0
h-index: 0
机构:
Guangxi Power Grid Corp, Elect Power Res Inst, Nanning 530016, Peoples R ChinaGuangxi Power Grid Corp, Nanning Power Supply Bur, Nanning 530021, Peoples R China
Guo, Xiaoxuan
Liang, Junjie
论文数: 0引用数: 0
h-index: 0
机构:
Guangxi Power Grid Corp, Nanning Power Supply Bur, Nanning 530021, Peoples R ChinaGuangxi Power Grid Corp, Nanning Power Supply Bur, Nanning 530021, Peoples R China
Liang, Junjie
Lan, Fei
论文数: 0引用数: 0
h-index: 0
机构:
Guangxi Univ, Sch Elect Engn, Nanning 530004, Peoples R ChinaGuangxi Power Grid Corp, Nanning Power Supply Bur, Nanning 530021, Peoples R China
Lan, Fei
Li, Jiangwei
论文数: 0引用数: 0
h-index: 0
机构:
Guangxi Power Grid Corp, Nanning Power Supply Bur, Nanning 530021, Peoples R ChinaGuangxi Power Grid Corp, Nanning Power Supply Bur, Nanning 530021, Peoples R China
Li, Jiangwei
Chen, Guangsheng
论文数: 0引用数: 0
h-index: 0
机构:
Guangxi Power Grid Corp, Nanning Power Supply Bur, Nanning 530021, Peoples R ChinaGuangxi Power Grid Corp, Nanning Power Supply Bur, Nanning 530021, Peoples R China
Chen, Guangsheng
Mo, Jiangting
论文数: 0引用数: 0
h-index: 0
机构:
Guangxi Power Grid Corp, Nanning Power Supply Bur, Nanning 530021, Peoples R ChinaGuangxi Power Grid Corp, Nanning Power Supply Bur, Nanning 530021, Peoples R China
机构:
Wuhan Univ, Sch Econ & Management, Wuhan 420106, Peoples R China
China Construct Seventh Engn Div Corp LTD, Zhengzhou 450004, Peoples R ChinaWuhan Univ, Sch Econ & Management, Wuhan 420106, Peoples R China
Feng, Dan
Chen, Hainan
论文数: 0引用数: 0
h-index: 0
机构:
Sun Yat Sen Univ, Sch Intelligent Syst Engn, Shenzhen 518000, Peoples R ChinaWuhan Univ, Sch Econ & Management, Wuhan 420106, Peoples R China
机构:
Ric Sistema Energet, Via Rubattino 54, I-20134 Milan, ItalyUniv Pisa, DESTEC, Largo Lucio Lazzarino 1, I-56122 Pisa, Italy
Pellegrino, Luigi
Lutzemberger, Giovanni
论文数: 0引用数: 0
h-index: 0
机构:
Univ Pisa, DESTEC, Largo Lucio Lazzarino 1, I-56122 Pisa, ItalyUniv Pisa, DESTEC, Largo Lucio Lazzarino 1, I-56122 Pisa, Italy
Lutzemberger, Giovanni
Micolano, Enrica
论文数: 0引用数: 0
h-index: 0
机构:
Ric Sistema Energet, Via Rubattino 54, I-20134 Milan, ItalyUniv Pisa, DESTEC, Largo Lucio Lazzarino 1, I-56122 Pisa, Italy
Micolano, Enrica
Salamone, Sara
论文数: 0引用数: 0
h-index: 0
机构:
Univ Pisa, DESTEC, Largo Lucio Lazzarino 1, I-56122 Pisa, Italy
Ric Sistema Energet, Via Rubattino 54, I-20134 Milan, ItalyUniv Pisa, DESTEC, Largo Lucio Lazzarino 1, I-56122 Pisa, Italy
机构:
Univ Southampton Malaysia, Iskandar Puteri 79200, MalaysiaGuangxi Univ, Sch Elect Engn, Nanning 530004, Peoples R China
Lim, Chee Shen
Kurniawan, Tonni Agustiono
论文数: 0引用数: 0
h-index: 0
机构:
Xiamen Univ, Coll Environm & Ecol, Fujian 361102, Peoples R ChinaGuangxi Univ, Sch Elect Engn, Nanning 530004, Peoples R China
Kurniawan, Tonni Agustiono
Teo, Kenneth Tze Kin
论文数: 0引用数: 0
h-index: 0
机构:
Univ Malaysia Sabah, Fac Engn, mscLab, Kota Kinabalu 88400, MalaysiaGuangxi Univ, Sch Elect Engn, Nanning 530004, Peoples R China
Teo, Kenneth Tze Kin
Goh, Kai Chen
论文数: 0引用数: 0
h-index: 0
机构:
Univ Tun Hussein Onn Malaysia, Fac Construct Management & Business, Dept Technol Management, Parit Raja 86400, Johor, MalaysiaGuangxi Univ, Sch Elect Engn, Nanning 530004, Peoples R China
机构:
Northeast Elect Power Univ, Sch Elect Engn, Jilin, Jilin, Peoples R ChinaNortheast Elect Power Univ, Sch Elect Engn, Jilin, Jilin, Peoples R China
Huang, Nantian
He, Qingkui
论文数: 0引用数: 0
h-index: 0
机构:
Northeast Elect Power Univ, Sch Elect Engn, Jilin, Jilin, Peoples R ChinaNortheast Elect Power Univ, Sch Elect Engn, Jilin, Jilin, Peoples R China
He, Qingkui
Qi, Jiajin
论文数: 0引用数: 0
h-index: 0
机构:
Hangzhou Municipal Elect Power Supply Co State Gri, Hangzhou, Zhejiang, Peoples R ChinaNortheast Elect Power Univ, Sch Elect Engn, Jilin, Jilin, Peoples R China
Qi, Jiajin
Hu, Qiankun
论文数: 0引用数: 0
h-index: 0
机构:
Northeast Elect Power Univ, Sch Elect Engn, Jilin, Jilin, Peoples R ChinaNortheast Elect Power Univ, Sch Elect Engn, Jilin, Jilin, Peoples R China
Hu, Qiankun
Wang, Rijun
论文数: 0引用数: 0
h-index: 0
机构:
Northeast Elect Power Univ, Sch Elect Engn, Jilin, Jilin, Peoples R ChinaNortheast Elect Power Univ, Sch Elect Engn, Jilin, Jilin, Peoples R China
Wang, Rijun
Cai, Guowei
论文数: 0引用数: 0
h-index: 0
机构:
Northeast Elect Power Univ, Sch Elect Engn, Jilin, Jilin, Peoples R ChinaNortheast Elect Power Univ, Sch Elect Engn, Jilin, Jilin, Peoples R China
Cai, Guowei
Yang, Dazhi
论文数: 0引用数: 0
h-index: 0
机构:
Harbin Inst Technol, Sch Elect Engn & Automat, Harbin, Heilongjiang, Peoples R ChinaNortheast Elect Power Univ, Sch Elect Engn, Jilin, Jilin, Peoples R China
机构:
Guangxi Power Grid Corp, Nanning Power Supply Bur, Nanning 530021, Peoples R ChinaGuangxi Power Grid Corp, Nanning Power Supply Bur, Nanning 530021, Peoples R China
Bao, Haibo
Guo, Xiaoxuan
论文数: 0引用数: 0
h-index: 0
机构:
Guangxi Power Grid Corp, Elect Power Res Inst, Nanning 530016, Peoples R ChinaGuangxi Power Grid Corp, Nanning Power Supply Bur, Nanning 530021, Peoples R China
Guo, Xiaoxuan
Liang, Junjie
论文数: 0引用数: 0
h-index: 0
机构:
Guangxi Power Grid Corp, Nanning Power Supply Bur, Nanning 530021, Peoples R ChinaGuangxi Power Grid Corp, Nanning Power Supply Bur, Nanning 530021, Peoples R China
Liang, Junjie
Lan, Fei
论文数: 0引用数: 0
h-index: 0
机构:
Guangxi Univ, Sch Elect Engn, Nanning 530004, Peoples R ChinaGuangxi Power Grid Corp, Nanning Power Supply Bur, Nanning 530021, Peoples R China
Lan, Fei
Li, Jiangwei
论文数: 0引用数: 0
h-index: 0
机构:
Guangxi Power Grid Corp, Nanning Power Supply Bur, Nanning 530021, Peoples R ChinaGuangxi Power Grid Corp, Nanning Power Supply Bur, Nanning 530021, Peoples R China
Li, Jiangwei
Chen, Guangsheng
论文数: 0引用数: 0
h-index: 0
机构:
Guangxi Power Grid Corp, Nanning Power Supply Bur, Nanning 530021, Peoples R ChinaGuangxi Power Grid Corp, Nanning Power Supply Bur, Nanning 530021, Peoples R China
Chen, Guangsheng
Mo, Jiangting
论文数: 0引用数: 0
h-index: 0
机构:
Guangxi Power Grid Corp, Nanning Power Supply Bur, Nanning 530021, Peoples R ChinaGuangxi Power Grid Corp, Nanning Power Supply Bur, Nanning 530021, Peoples R China
机构:
Wuhan Univ, Sch Econ & Management, Wuhan 420106, Peoples R China
China Construct Seventh Engn Div Corp LTD, Zhengzhou 450004, Peoples R ChinaWuhan Univ, Sch Econ & Management, Wuhan 420106, Peoples R China
Feng, Dan
Chen, Hainan
论文数: 0引用数: 0
h-index: 0
机构:
Sun Yat Sen Univ, Sch Intelligent Syst Engn, Shenzhen 518000, Peoples R ChinaWuhan Univ, Sch Econ & Management, Wuhan 420106, Peoples R China
机构:
Ric Sistema Energet, Via Rubattino 54, I-20134 Milan, ItalyUniv Pisa, DESTEC, Largo Lucio Lazzarino 1, I-56122 Pisa, Italy
Pellegrino, Luigi
Lutzemberger, Giovanni
论文数: 0引用数: 0
h-index: 0
机构:
Univ Pisa, DESTEC, Largo Lucio Lazzarino 1, I-56122 Pisa, ItalyUniv Pisa, DESTEC, Largo Lucio Lazzarino 1, I-56122 Pisa, Italy
Lutzemberger, Giovanni
Micolano, Enrica
论文数: 0引用数: 0
h-index: 0
机构:
Ric Sistema Energet, Via Rubattino 54, I-20134 Milan, ItalyUniv Pisa, DESTEC, Largo Lucio Lazzarino 1, I-56122 Pisa, Italy
Micolano, Enrica
Salamone, Sara
论文数: 0引用数: 0
h-index: 0
机构:
Univ Pisa, DESTEC, Largo Lucio Lazzarino 1, I-56122 Pisa, Italy
Ric Sistema Energet, Via Rubattino 54, I-20134 Milan, ItalyUniv Pisa, DESTEC, Largo Lucio Lazzarino 1, I-56122 Pisa, Italy
机构:
Univ Southampton Malaysia, Iskandar Puteri 79200, MalaysiaGuangxi Univ, Sch Elect Engn, Nanning 530004, Peoples R China
Lim, Chee Shen
Kurniawan, Tonni Agustiono
论文数: 0引用数: 0
h-index: 0
机构:
Xiamen Univ, Coll Environm & Ecol, Fujian 361102, Peoples R ChinaGuangxi Univ, Sch Elect Engn, Nanning 530004, Peoples R China
Kurniawan, Tonni Agustiono
Teo, Kenneth Tze Kin
论文数: 0引用数: 0
h-index: 0
机构:
Univ Malaysia Sabah, Fac Engn, mscLab, Kota Kinabalu 88400, MalaysiaGuangxi Univ, Sch Elect Engn, Nanning 530004, Peoples R China
Teo, Kenneth Tze Kin
Goh, Kai Chen
论文数: 0引用数: 0
h-index: 0
机构:
Univ Tun Hussein Onn Malaysia, Fac Construct Management & Business, Dept Technol Management, Parit Raja 86400, Johor, MalaysiaGuangxi Univ, Sch Elect Engn, Nanning 530004, Peoples R China
机构:
Northeast Elect Power Univ, Sch Elect Engn, Jilin, Jilin, Peoples R ChinaNortheast Elect Power Univ, Sch Elect Engn, Jilin, Jilin, Peoples R China
Huang, Nantian
He, Qingkui
论文数: 0引用数: 0
h-index: 0
机构:
Northeast Elect Power Univ, Sch Elect Engn, Jilin, Jilin, Peoples R ChinaNortheast Elect Power Univ, Sch Elect Engn, Jilin, Jilin, Peoples R China
He, Qingkui
Qi, Jiajin
论文数: 0引用数: 0
h-index: 0
机构:
Hangzhou Municipal Elect Power Supply Co State Gri, Hangzhou, Zhejiang, Peoples R ChinaNortheast Elect Power Univ, Sch Elect Engn, Jilin, Jilin, Peoples R China
Qi, Jiajin
Hu, Qiankun
论文数: 0引用数: 0
h-index: 0
机构:
Northeast Elect Power Univ, Sch Elect Engn, Jilin, Jilin, Peoples R ChinaNortheast Elect Power Univ, Sch Elect Engn, Jilin, Jilin, Peoples R China
Hu, Qiankun
Wang, Rijun
论文数: 0引用数: 0
h-index: 0
机构:
Northeast Elect Power Univ, Sch Elect Engn, Jilin, Jilin, Peoples R ChinaNortheast Elect Power Univ, Sch Elect Engn, Jilin, Jilin, Peoples R China
Wang, Rijun
Cai, Guowei
论文数: 0引用数: 0
h-index: 0
机构:
Northeast Elect Power Univ, Sch Elect Engn, Jilin, Jilin, Peoples R ChinaNortheast Elect Power Univ, Sch Elect Engn, Jilin, Jilin, Peoples R China
Cai, Guowei
Yang, Dazhi
论文数: 0引用数: 0
h-index: 0
机构:
Harbin Inst Technol, Sch Elect Engn & Automat, Harbin, Heilongjiang, Peoples R ChinaNortheast Elect Power Univ, Sch Elect Engn, Jilin, Jilin, Peoples R China