A Hybrid Approach for Solar Radiation and Photovoltaic Power Short-Term Forecast

被引:0
作者
Cristaldi, Loredana [1 ]
Leone, Giacomo [1 ]
Ottoboni, Roberto [1 ]
机构
[1] Politecn Milan, Dipartimento Elettron Informaz & Bioingn, Milan, Italy
来源
2017 IEEE INTERNATIONAL INSTRUMENTATION AND MEASUREMENT TECHNOLOGY CONFERENCE (I2MTC) | 2017年
关键词
solar radiation; photovoltaic; forecast; short-term; MODELS;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper a model devoted to the forecast of solar radiation and Photovoltaic (PV) power has been addressed. In particular, for what concerns the solar radiation prediction, the novelty of the approach stays in the use of the clear sky model proposed by Hottel fed by the output of a data driven algorithm. In this hybrid approach, key parameters are computed through the exploitation of a database of solar radiation values. The PV power is then forecasted through an Auto Associative Kernel Regression (AAKR) technique. The proposed model has been tested for a real application case, a PV plant located in South Africa, and the results have highlighted high effectiveness of the proposal.
引用
收藏
页码:1252 / 1257
页数:6
相关论文
共 15 条
[1]  
[Anonymous], J SOLAR ENERGY ENG
[2]   Computing global and diffuse solar hourly irradiation on clear sky. Review and testing of 54 models [J].
Badescu, Viorel ;
Gueymard, Christian A. ;
Cheval, Sorin ;
Oprea, Cristian ;
Baciu, Madalina ;
Dumitrescu, Alexandru ;
Lacobescu, Flavius ;
Milos, Loan ;
Rada, Costel .
RENEWABLE & SUSTAINABLE ENERGY REVIEWS, 2012, 16 (03) :1636-1656
[3]  
Chevalier R., 2009, P 6 AM NUCL SOC INT
[4]   A Simple Photovoltaic Panel Model: Characterization Procedure and Evaluation of the Role of Environmental Measurements [J].
Cristaldi, Loredana ;
Faifer, Marco ;
Rossi, Marco ;
Ponci, Ferdinanda .
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2012, 61 (10) :2632-2641
[5]  
Duffie JA, 2013, SOLAR ENGINEERING OF THERMAL PROCESSES, 4TH EDITION, P1, DOI 10.1002/9781118671603
[6]  
Ernst B., 2009, Integration of Wide-Scale Renewable Resources Into the Power Delivery System, 2009 CIGRE/IEEE PES Joint Symposium, P1
[7]   Auto-associative models and generalized principal component analysis [J].
Girard, S ;
Iovleff, S .
JOURNAL OF MULTIVARIATE ANALYSIS, 2005, 93 (01) :21-39
[8]  
GSE, RAPP STAT 2015 SOL F
[9]   SIMPLE MODEL FOR ESTIMATING TRANSMITTANCE OF DIRECT SOLAR-RADIATION THROUGH CLEAR ATMOSPHERES [J].
HOTTEL, HC .
SOLAR ENERGY, 1976, 18 (02) :129-134
[10]   Solar Power Prediction Based on Satellite Images and Support Vector Machine [J].
Jang, Han Seung ;
Bae, Kuk Yeol ;
Park, Hong-Shik ;
Sung, Dan Keun .
IEEE TRANSACTIONS ON SUSTAINABLE ENERGY, 2016, 7 (03) :1255-1263