干旱区生态环境知识资源中心(Arid): The use of ANN and conventional solar-plant meteorological variables to estimate atmospheric horizontal extinction

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DOI	10.1016/j.jclepro.2020.125395
	The use of ANN and conventional solar-plant meteorological variables to estimate atmospheric horizontal extinction
	Alonso-Montesinos, J.; Ballestrin, J.; Lopez, G.; Carra, E.; Polo, J.; Marzo, A.; Barbero, J.; Batlles, F. J.
通讯作者	Alonso-Montesinos, J (corresponding author), Univ Almer, Dept Chem & Phys, Almeria 04120, Spain.
来源期刊	JOURNAL OF CLEANER PRODUCTION
ISSN	0959-6526
EISSN	1879-1786
出版年	2021
卷号	285
英文摘要	In the search to optimize electricity generation systems based on renewable energy sources, solar power plants are a clear alternative for reducing pollution on the planet. In particular, concentrating solar power plants with central tower technology supply energy to large population centers and they are generally located at desert sites. Production in these plants drops due to the presence of particles in the environment. These particles are complex to measure and doing so usually requires the use of dedicated, expensive instrumentation. In this work, we present a methodology called Extinction that estimates this attenuation phenomenon utilizing meteorological variables, along with the use of artificial neural networks (ANN). Direct normal irradiance, relative humidity, temperature and pressure have been the only meteorological variables needed to estimate the Extinction. The results from the estimations presented a correlation coefficient value (R) of 0.88 (between the measured and estimated atmospheric horizontal extinction with ANN), a normalized Mean Bias Error (nMBE) of 0% and a normalized Root-Mean Square Deviation (nRMSD) of 7%. (C) 2020 Elsevier Ltd. All rights reserved.
英文关键词	Atmospheric extinction Solar energy Image processing CSP plants PV plants ANN
类型	Article
语种	英语
收录类别	SCI-E
WOS记录号	WOS:000611931200003
WOS关键词	TOWER PLANT ; IMPACT
WOS类目	Green & Sustainable Science & Technology ; Engineering, Environmental ; Environmental Sciences
WOS研究方向	Science & Technology - Other Topics ; Engineering ; Environmental Sciences & Ecology
资源类型	期刊论文
条目标识符	http://119.78.100.177/qdio/handle/2XILL650/350753
作者单位	[Alonso-Montesinos, J.; Barbero, J.; Batlles, F. J.] Univ Almer, Dept Chem & Phys, Almeria 04120, Spain; [Alonso-Montesinos, J.; Batlles, F. J.] Joint Ctr Univ Almer CIEMAT, CIESOL, Almeria 04120, Spain; [Ballestrin, J.; Carra, E.] CIEMAT, Plataforma Solar Almeria, Concentrating Solar Syst Unit, Almeria 04200, Spain; [Lopez, G.] Univ Huelva, Dept Elect & Thermal Engn Design & Projects, Huelva 21004, Spain; [Polo, J.] Renewable Energy Div CIEMAT, Photovolta Solar Energy Unity, Madrid 28040, Spain; [Marzo, A.] Univ Antofagasta, CDEA, Antofagasta 02800, Chile
推荐引用方式 GB/T 7714	Alonso-Montesinos, J.,Ballestrin, J.,Lopez, G.,et al. The use of ANN and conventional solar-plant meteorological variables to estimate atmospheric horizontal extinction[J],2021,285.
APA	Alonso-Montesinos, J..,Ballestrin, J..,Lopez, G..,Carra, E..,Polo, J..,...&Batlles, F. J..(2021).The use of ANN and conventional solar-plant meteorological variables to estimate atmospheric horizontal extinction.JOURNAL OF CLEANER PRODUCTION,285.
MLA	Alonso-Montesinos, J.,et al."The use of ANN and conventional solar-plant meteorological variables to estimate atmospheric horizontal extinction".JOURNAL OF CLEANER PRODUCTION 285(2021).