Improved accuracy models for hourly diffuse solar radiation

被引:34
作者
Muneer, T [1 ]
Munawwar, S [1 ]
机构
[1] Napier Univ, Sch Engn, Appl Energy Grp, Edinburgh EH14 1DJ, Midlothian, Scotland
来源
JOURNAL OF SOLAR ENERGY ENGINEERING-TRANSACTIONS OF THE ASME | 2006年 / 128卷 / 01期
关键词
D O I
10.1115/1.2148972
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Solar energy applications require readily available, site-oriented, and long-term solar data. However, the,frequent unavailability of diffuse irradiation, in contrast to its need, has led to the evolution of various regression models to predict it from the more commonly available data. Estimating the diffuse component from global radiation is one such technique. The present work focuses oil improvement in the accuracy of the models for predicting horizontal diffuse irradiation using hourly solar radiation database from nine sites across the globe. The influence of sunshine fraction, cloud cover and air mass oil estimation of diffuse radiation is investigated. Inclusion of these along with hourly clearness index, leads to the development of a series of models for each site. Estimated values of hourly diffuse radiation are compared with measured values in terms of error statistics and indicators like, R-2, mean bias deviation, root mean square deviation, skewness, and kurtosis. A new method called "the accuracy score system" is devised to assess the effect oil accuracy with subsequent addition of each parameter and increase in complexity of equation. After an extensive evaluation procedure, extricate bill adequate models are recommended as optimum for each of the nine sites. These models were found to be site dependent but the model types were fairly consistent for neighboring stations or locations with similar climates. Also, this study reveals a significant improvement from the conventional k-k(t) regression models to the presently proposed models.
引用
收藏
页码:104 / 117
页数:14
相关论文
共 21 条
[1]   DETERMINATION OF HOURLY INSOLATION ON AN INCLINED PLANE USING A DIFFUSE IRRADIANCE MODEL BASED ON HOURLY MEASURED GLOBAL HORIZONTAL INSOLATION [J].
BUGLER, JW .
SOLAR ENERGY, 1977, 19 (05) :477-491
[2]   AVERAGE DISTRIBUTION OF SOLAR-RADIATION - CORRELATIONS BETWEEN DIFFUSE AND HEMISPHERICAL AND BETWEEN DAILY AND HOURLY INSOLATION VALUES [J].
COLLARESPEREIRA, M ;
RABL, A .
SOLAR ENERGY, 1979, 22 (02) :155-164
[3]   Diffuse solar irradiation model evaluation in the North Mediterranean belt area [J].
De Miguel, A ;
Bilbao, J ;
Aguiar, R ;
Kambezidis, H ;
Negro, E .
SOLAR ENERGY, 2001, 70 (02) :143-153
[4]   ESTIMATION OF THE DIFFUSE-RADIATION FRACTION FOR HOURLY, DAILY AND MONTHLY-AVERAGE GLOBAL RADIATION [J].
ERBS, DG ;
KLEIN, SA ;
DUFFIE, JA .
SOLAR ENERGY, 1982, 28 (04) :293-302
[5]  
Gopinathan K. K., 1996, International Journal of Solar Energy, V18, P115, DOI 10.1080/01425919608914310
[6]  
Greif J., 2000, EUROPEAN SOLAR RAD A
[8]  
Kasten F., 1993, LIGHTING RES TECHNOL, V25, P129, DOI DOI 10.1177/096032719302500303
[9]   THE INTERRELATIONSHIP AND CHARACTERISTIC DISTRIBUTION OF DIRECT, DIFFUSE AND TOTAL SOLAR RADIATION [J].
LIU, BYH ;
JORDAN, RC .
SOLAR ENERGY, 1960, 4 (03) :1-19
[10]  
MONTGOMERY DC, 1999, APPL STAT PROBABILIT, P465