A multi-factor spatio-temporal correlation analysis method for PV development potential estimation

doi:10.1016/j.renene.2024.119962

	A multi-factor spatio-temporal correlation analysis method for PV development potential estimation
	Xiang, Yue 1; Tang, Qingwei 1; Xu, Weiting 2; Hu, Shuai 3; Zhao, Pengfei 4; Guo, Jingrong 1; Liu, Junyong 1
发表期刊	RENEWABLE ENERGY
ISSN	0960-1481
	2024-03-01
卷号	223 页码:14
通讯作者	Tang, Qingwei(ttangqingwei@163.com)
摘要	The impact of wind speed on PV power generation is influenced by the monsoon and the complex topography and environmental factors found in mountainous areas. This complexity can reduce the correlation between PV power and irradiance. To better understand the impact of wind speed, we conducted an analysis in various topographical regions of the Hengduan Mountain in China. Our findings show that high wind speeds can enhance PV utilization, particularly in plateau and hill regions. This is due to the blocking and lifting effect of the northsouth oriented mountains on the east-west wind, as well as the channeling effect on the north-south wind. To improve the efficiency of utilizing solar energy, it is important to consider the spatial distribution of wind speed when developing PV. Correlation analysis of multi-factors on a spatial and temporal scale can also offer insight. Furthermore, planning the layout of PV systems with meteorological resources in mind can enhance PV utilization in complex mountainous terrain.
关键词	PV power generation Correlation analysis Probability distribution XGBoost Development potential
DOI	10.1016/j.renene.2024.119962
关键词[WOS]	CLIMATE-CHANGE ; IMPACT ; CHINA
收录类别	SCI
语种	英语
资助项目	National Natural Science Foundation of China[U2166211]
项目资助者	National Natural Science Foundation of China
WOS研究方向	Science & Technology - Other Topics ; Energy & Fuels
WOS类目	Green & Sustainable Science & Technology ; Energy & Fuels
WOS记录号	WOS:001162519100001
出版者	PERGAMON-ELSEVIER SCIENCE LTD
引用统计	被引频次：1[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/55616
专题	舆论大数据科学与技术应用联合实验室
通讯作者	Tang, Qingwei
作者单位	1.Sichuan Univ, Coll Elect Engn, Chengdu, Peoples R China 2.Sichuan New Elect Power Syst Res Inst, Chengdu, Peoples R China 3.State Grid Ningxia Elect Power Ecotech Res Inst, Yinchuan, Peoples R China 4.Chinese Acad Sci, Inst Automat, State Key Lab Multimodal Artificial Intelligence S, Beijing, Peoples R China
推荐引用方式 GB/T 7714	Xiang, Yue,Tang, Qingwei,Xu, Weiting,et al. A multi-factor spatio-temporal correlation analysis method for PV development potential estimation[J]. RENEWABLE ENERGY,2024,223:14.
APA	Xiang, Yue.,Tang, Qingwei.,Xu, Weiting.,Hu, Shuai.,Zhao, Pengfei.,...&Liu, Junyong.(2024).A multi-factor spatio-temporal correlation analysis method for PV development potential estimation.RENEWABLE ENERGY,223,14.
MLA	Xiang, Yue,et al."A multi-factor spatio-temporal correlation analysis method for PV development potential estimation".RENEWABLE ENERGY 223(2024):14.