首页 | 本学科首页   官方微博 | 高级检索  
     

利用 GLUE 方法不同算法分析 TOPMODEL模型不确定性
引用本文:姚锡良,黄国如,林凯荣.利用 GLUE 方法不同算法分析 TOPMODEL模型不确定性[J].广东水利水电,2014(2):1-6.
作者姓名:姚锡良  黄国如  林凯荣
作者单位:[1] 广东省水利电力勘测设计研究院,广东广州510635 [2] 华南理工大学土木与交通学院,广东广州510640 [3] 中山大学水资源与环境研究中心,广东广州510275
摘    要:以丹江的西峡流域为研究对象,采用GLUE方法探讨TOPMODEL模型不确定性。分析不同似然函数算法、调节参数、模型参数和结果预测区间的不确定性,结果表明不同算法的似然函数值既有差异又有相似性,值变化会引起不同似然函数分布的变化,也影响模型参数与似然值的关系。分析不同阈值的90%置信区间的实测值覆盖率、预测区间宽度及预测区间对称性等特征,结果说明阈值越小,预测区间的可靠性越高,但不确定性范围越大;阈值越大则情况相反。说明选定似然函数和阈值时需综合考虑多方面因素。

关 键 词:TOPMODEL模型  不确定性  GLUE方法  似然函数  预测区间

Uncertainty Analysis of TOPMODEL Model by Using Different Likelihood Functions Based on the GLUE Method
YAO Xiliang,HUANG Guoru,LIN Kairong.Uncertainty Analysis of TOPMODEL Model by Using Different Likelihood Functions Based on the GLUE Method[J].Guangdong Water Resources and Hydropower,2014(2):1-6.
Authors:YAO Xiliang  HUANG Guoru  LIN Kairong
Affiliation:1. Guangdong Hydropower Planning & Design Institute, Guangzhou 510635, China; 2. School of Civil Engineering and Transportation, South China University of Technology, Guangzhou 510640, China; 3. Center of Water Resources and Environment, Sun Yat-sen University, Guangzhou 510275, China)
Abstract:The GLUE methodology is applied to uncertainty analyses of TOPMODEL , with the Xixia catchment in Danjiang River as the research area .The uncertainties of different likelihood functions , shaping factor , model parameters and prediction interval are analyzed .It is shown that the likelihood values for different functions are different as well as similar , and the different distribution of each different likelihood function the relationship between the parameters and the likelihood measure are affected by a shaping fac -tor .Lastly the prediction interval characteristics of the 90%confidence level at different threshold values are calculated , such as the observation containing ratio , prediction interval width and precition interval symmetry .It is shown that the lower the threshold value is, the higher the reliability of the prediction interval is , and meanwhile the larger while the range of uncertainty is .It is concluded that many factors should be considered in selecting likelihood function and threshold value .
Keywords:TOPMODEL model  uncertainty  GLUE methodology  likelihood function  prediction interval
本文献已被 维普 等数据库收录!
点击此处可从《广东水利水电》浏览原始摘要信息
点击此处可从《广东水利水电》下载全文
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司  京ICP备09084417号