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地面有效辐射气候学模型评估和参数优化

曹雯 段春锋 杨太明 刘瑞娜

气象学报2016,Vol.74Issue(6):947-958,12.
气象学报2016,Vol.74Issue(6):947-958,12.

地面有效辐射气候学模型评估和参数优化

Evaluation and parameter optimization of surface effective radiation climatology models

曹雯 1段春锋 2杨太明 3刘瑞娜4

作者信息

  • 1. 安徽省气象科学研究所,安徽省大气科学与卫星遥感重点实验室,合肥,230031
  • 2. 安徽省农业气象中心,合肥,230031
  • 3. 安徽省气候中心,合肥,230031
  • 4. 安徽省农业气象中心,合肥,230031
  • 折叠

摘要

Abstract

Based on surface radiation balance data and daily meteorological observations collected at 19 radiation stations in Chi-na from 1993 to 2012,the applicability of seven empirical methods for the estimation of surface effective radiation (including Brunt model,Penman modified model,Bepляндmodel,FAO24 modified model,FAO56-PM model,Deng Genyun model,and Tong Hongliang model)was assessed and a revised method applicable to China was established by re-fitting the formula using new observational data.The iterative solution method and the multivariate regression analysis method with the minimum root mean square error (RMSE)was used as the objective function in the revised method.Results showed that the effective radia-tion over China was underestimated by all the above seven models.The mean absolute percentage error (MAPE)and RMSE derived from the Tong Hongliang model was 27.0% and 24.5 W/m2 respectively,which are less than those from the other six models.Thereby the Tong Hongliang model was the best among the seven models for estimating the effective radiation over China,followed by the Penman modified model and the Deng Genyun model.The FAO56-PM model was not applicable to Chi-na due to its low accuracy.For individual stations,the accuracy of the Deng Genyun model was the highest in the eastern plain area while the Tong Hongliang model was suitable for the plateau area because it includes the altitude correction in the atmos-pheric moisture calculation.Correlation analysis indicated that the water vapor pressure was the most critical factor affecting the estimated error of the effective radiation.Therefore,the regional models were established for the eastern and western areas respectively based on geographical distribution of the water vapor pressure.The RMSE calculated by the revised models,which were developed based on observations,for entire China and for the eastern and western areas were 20.8 and 21.4 W/m2 respec-tively.Results of the new models were more accurate than that of the seven models mentioned above.Furthermore,the region-al model produced smaller errors than the model for entire China at most of the stations,indicating that it is necessary to distin-guish the eastern and western areas in the development of new methods for determination of effective radiation.The western re-gional model was obviously more accurate than Deng Genyun model in the western area and the eastern regional model was ob-viously more accurate than Tong Hongliang model in the eastern area.Therefore the regional models developed in this study were recommended as the standard climatology models for calculation of the effective radiation over China.

关键词

有效辐射/模型/评估/参数优化

Key words

Effective radiation/Model/Assessment/Parameter optimization

分类

天文与地球科学

引用本文复制引用

曹雯,段春锋,杨太明,刘瑞娜..地面有效辐射气候学模型评估和参数优化[J].气象学报,2016,74(6):947-958,12.

基金项目

资助课题国家自然科学基金项目(41405111)、安徽省自然科学基金项目(1408085QD73)。 ()

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