干旱区生态环境知识资源中心(Arid): Photovoltaic output power performance assessment and forecasting: Impact of meteorological variables

Arid

DOI	10.1016/j.solener.2021.04.004
	Photovoltaic output power performance assessment and forecasting: Impact of meteorological variables
	Ziane, Abderrezzaq; Necaibia, Ammar; Sahouane, Nordine; Dabou, Rachid; Mostefaoui, Mohammed; Bouraiou, Ahmed; Khelifi, Seyfallah; Rouabhia, Abdelkrim; Blal, Mohamed
通讯作者	Ziane, A (corresponding author), CDER, Unite Rech Energie Renouvelables Milieu Saharien, Ctr Dev Energies Renouvelables, URERMS, Adrar 01000, Algeria.
来源期刊	SOLAR ENERGY
ISSN	0038-092X
EISSN	1471-1257
出版年	2021
卷号	220 页码:745-757
英文摘要	Meteorological variables have an important effect on the performance of a grid-connected photovoltaic station, in this paper, the impact of meteorological variables on the 6 mWp grid-connected photovoltaic station in the desert of Adrar has been explored through performance assessment and output power forecasting. The impact of the meteorological variables on performance parameters has been investigated by performing interdependence and correlation studies. A clear interdependence between some variables has been observed, but the complete separation between each variable correlation effect has proven to be a difficult task. A combination of random forest method and pre-processing techniques namely feature selection and Principal component analysis has been developed in order to predict power production using meteorological variables as inputs. The forecasting models have been evaluated in terms of computation time, accuracy, and several statistical indicators.
英文关键词	Feature selection Random forest Principal component analysis Photovoltaics Prediction Machine learning
类型	Article
语种	英语
收录类别	SCI-E
WOS记录号	WOS:000647735800003
WOS关键词	GENERATION ; ENERGY ; PREDICTION ; MODULES ; SYSTEMS
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/2XILL650/351787
作者单位	[Ziane, Abderrezzaq; Necaibia, Ammar; Sahouane, Nordine; Dabou, Rachid; Bouraiou, Ahmed; Khelifi, Seyfallah; Rouabhia, Abdelkrim; Blal, Mohamed] CDER, Unite Rech Energie Renouvelables Milieu Saharien, Ctr Dev Energies Renouvelables, URERMS, Adrar 01000, Algeria; [Mostefaoui, Mohammed] Ecole Natl Super Informat, Sidi Bel Abbes, Algeria
推荐引用方式 GB/T 7714	Ziane, Abderrezzaq,Necaibia, Ammar,Sahouane, Nordine,et al. Photovoltaic output power performance assessment and forecasting: Impact of meteorological variables[J],2021,220:745-757.
APA	Ziane, Abderrezzaq.,Necaibia, Ammar.,Sahouane, Nordine.,Dabou, Rachid.,Mostefaoui, Mohammed.,...&Blal, Mohamed.(2021).Photovoltaic output power performance assessment and forecasting: Impact of meteorological variables.SOLAR ENERGY,220,745-757.
MLA	Ziane, Abderrezzaq,et al."Photovoltaic output power performance assessment and forecasting: Impact of meteorological variables".SOLAR ENERGY 220(2021):745-757.