干旱区生态环境知识资源中心(Arid): Quantitative Analysis of the Impact of Meteorological Environment on Photovoltaic System Feasibility

Arid

DOI	10.3390/en14102893
	Quantitative Analysis of the Impact of Meteorological Environment on Photovoltaic System Feasibility
	Ma, Dengchang; Pan, Guobing; Xu, Fang; Sun, Hongfei
通讯作者	Pan, GB (corresponding author), Zhejiang Univ Technol, Inst Distributed Energy & Microgrid, Hangzhou 310013, Peoples R China.
来源期刊	ENERGIES
EISSN	1996-1073
出版年	2021
卷号	14 期号:10
英文摘要	The meteorological environment is a determining factor in photovoltaic (PV) system feasibility (PVSF). To evaluate this impact more accurately, a quantitative analysis model based on multimeteorological factors and the Random Forest Regression model is proposed in this work. Firstly, an evaluation system is established to assess the impact. Then, to predict the indicators of the evaluation system, a parameter, i.e., performance ratio in sampling period, is defined. Secondly, a set of essential influences on the performance ratio in the sampling period is established through analyzing and reducing the discovered influences on the PV system performance. Finally, data from the Desert Knowledge Australia Solar Centre (DKASC) website are used to conduct the experiment. During the experiment, the sample set is cleaned using the model based on the cosine of the zenith angle. The functional relationship between the performance ratio in the sampling period and its essential influences is established through training a Random Forest Regression model with the data of the modeling system. The data of the test system are used to verify the forecast performance of the proposed model. Compared with the reference model, which is based on the traditional physical experiment, the results of the proposed model accord better with the measured values.
英文关键词	PV system feasibility study meteorological environment quantitative analysis Random Forest Regression
类型	Article
语种	英语
开放获取类型	gold
收录类别	SCI-E
WOS记录号	WOS:000662405400001
WOS关键词	DIFFUSE IRRADIANCE MODEL ; SOLAR-RADIATION ; OUTPUT POWER ; INCLINED SURFACES ; PV PERFORMANCE ; RANDOM FORESTS ; TEMPERATURE ; GENERATION ; DUST ; TILT
WOS类目	Energy & Fuels
WOS研究方向	Energy & Fuels
资源类型	期刊论文
条目标识符	http://119.78.100.177/qdio/handle/2XILL650/350073
作者单位	[Ma, Dengchang; Pan, Guobing; Xu, Fang; Sun, Hongfei] Zhejiang Univ Technol, Inst Distributed Energy & Microgrid, Hangzhou 310013, Peoples R China; [Ma, Dengchang] Zhejiang Univ Water Resources & Elect Power, Coll Elect Engn, Hangzhou 310018, Peoples R China
推荐引用方式 GB/T 7714	Ma, Dengchang,Pan, Guobing,Xu, Fang,et al. Quantitative Analysis of the Impact of Meteorological Environment on Photovoltaic System Feasibility[J],2021,14(10).
APA	Ma, Dengchang,Pan, Guobing,Xu, Fang,&Sun, Hongfei.(2021).Quantitative Analysis of the Impact of Meteorological Environment on Photovoltaic System Feasibility.ENERGIES,14(10).
MLA	Ma, Dengchang,et al."Quantitative Analysis of the Impact of Meteorological Environment on Photovoltaic System Feasibility".ENERGIES 14.10(2021).