TY - JOUR
T1 - Evaluation of temperature-based global solar radiation models in China
AU - Liu, Xiaoying
AU - Mei, Xurong
AU - Li, Yuzhong
AU - Wang, Qingsuo
AU - Jensen, Jens Raunsø
AU - Zhang, Yanqing
AU - Porter, John Roy
PY - 2009
Y1 - 2009
N2 - Estimation of global solar radiation (Rs) from the daily range of air temperature (¿T) offers an important alternative in the absence of measured Rs or sunshine duration because of the wide availability of air temperature data. In this paper, we assessed 16 Rs models including modified versions of the Bristow and Campbell (B-C) and the Hargreaves (Harg) models across a wide range of agro-ecological conditions in China. Using long-term data from 15 sites in Northeast, North China Plain and Northwest China, we explored the main factors affecting model parameters and the predictive accuracy and proposed empirical equations to estimate these parameters. Two schemes in calculating ¿T were employed: ¿T1 (based on single day Tmin) used in the Harg and ¿T2 (based on 2-day average of Tmin) used in the B-C model. Results showed that the original B-C model performed similarly to the best performing modified Harg model, but significantly outperformed the original Harg model with a 4-7% higher accuracy. The common practice of fixing some parameters in the B-C model caused the most significant effect and resulted in a 3-9% lower accuracy than that of the original model. In contrast, modifications had the smallest effect and yielded little improvement and are thus unnecessary. The ¿T scheme had a moderate effect, with ¿T1 generally resulting in a higher accuracy especially in high altitude areas. This indicates that the effect of cold or warm air advection is negligible in the B-C model even in a temperate climate. The accuracy of the temperature-based models was affected mainly by the magnitude of ¿T, with larger ¿T resulting in higher accuracy. Parameters of the B-C model correlated significantly with many commonly used geographical and meteorological factors, meaning that they are more easily obtainable without the need for calibration and consequently Rs measurement. The parameter of the original Harg model correlated insignificantly with all the examined factors, meaning that it has to be calibrated. Main findings in this study are valuable in clarifying the relative impact of different approaches in applications on model accuracy, in demonstrating the advection effect, in identifying the dominant factors of model parameters and thus in increasing their availability.
AB - Estimation of global solar radiation (Rs) from the daily range of air temperature (¿T) offers an important alternative in the absence of measured Rs or sunshine duration because of the wide availability of air temperature data. In this paper, we assessed 16 Rs models including modified versions of the Bristow and Campbell (B-C) and the Hargreaves (Harg) models across a wide range of agro-ecological conditions in China. Using long-term data from 15 sites in Northeast, North China Plain and Northwest China, we explored the main factors affecting model parameters and the predictive accuracy and proposed empirical equations to estimate these parameters. Two schemes in calculating ¿T were employed: ¿T1 (based on single day Tmin) used in the Harg and ¿T2 (based on 2-day average of Tmin) used in the B-C model. Results showed that the original B-C model performed similarly to the best performing modified Harg model, but significantly outperformed the original Harg model with a 4-7% higher accuracy. The common practice of fixing some parameters in the B-C model caused the most significant effect and resulted in a 3-9% lower accuracy than that of the original model. In contrast, modifications had the smallest effect and yielded little improvement and are thus unnecessary. The ¿T scheme had a moderate effect, with ¿T1 generally resulting in a higher accuracy especially in high altitude areas. This indicates that the effect of cold or warm air advection is negligible in the B-C model even in a temperate climate. The accuracy of the temperature-based models was affected mainly by the magnitude of ¿T, with larger ¿T resulting in higher accuracy. Parameters of the B-C model correlated significantly with many commonly used geographical and meteorological factors, meaning that they are more easily obtainable without the need for calibration and consequently Rs measurement. The parameter of the original Harg model correlated insignificantly with all the examined factors, meaning that it has to be calibrated. Main findings in this study are valuable in clarifying the relative impact of different approaches in applications on model accuracy, in demonstrating the advection effect, in identifying the dominant factors of model parameters and thus in increasing their availability.
KW - BRIC
KW - Globar solar radiation
KW - Temparature-based model
KW - Bristow and campbell
KW - Hargreaves
U2 - 10.1016/j.agrformet.2009.03.012
DO - 10.1016/j.agrformet.2009.03.012
M3 - Journal article
SN - 0168-1923
VL - 149
SP - 1433
EP - 1446
JO - Agricultural and Forest Meteorology
JF - Agricultural and Forest Meteorology
IS - 9
ER -