北京师范大学学报(自然科学版)
北京師範大學學報(自然科學版)
북경사범대학학보(자연과학판)
JOURNAL OF BEIJING NORMAL UNIVERSITY
2014年
1期
73-82
,共10页
尹剑%王会肖%占车生%高军
尹劍%王會肖%佔車生%高軍
윤검%왕회초%점차생%고군
蒸散发过程%水文模型%遥感模型%数据同化%集合卡尔曼滤波
蒸散髮過程%水文模型%遙感模型%數據同化%集閤卡爾曼濾波
증산발과정%수문모형%요감모형%수거동화%집합잡이만려파
ET process%distributed hydrological model%remote sensing ET model%data assimilation%ensemble kalman filter(EnKF)
采用集合卡尔曼滤波同化水文模型与遥感模型反演的蒸散发(ET)结果,获得更接近真实情况的 ET,并利用同化后的 ET结果进一步优化水文模型,从而获取连续精度较高的区域 ET.通过对北京市沙河流域1999-2007年的ET过程研究显示,运用本方案可以改善水文模型对 ET的估算精度,模拟出精度较高的流域蒸散发过程.
採用集閤卡爾曼濾波同化水文模型與遙感模型反縯的蒸散髮(ET)結果,穫得更接近真實情況的 ET,併利用同化後的 ET結果進一步優化水文模型,從而穫取連續精度較高的區域 ET.通過對北京市沙河流域1999-2007年的ET過程研究顯示,運用本方案可以改善水文模型對 ET的估算精度,模擬齣精度較高的流域蒸散髮過程.
채용집합잡이만려파동화수문모형여요감모형반연적증산발(ET)결과,획득경접근진실정황적 ET,병이용동화후적 ET결과진일보우화수문모형,종이획취련속정도교고적구역 ET.통과대북경시사하류역1999-2007년적ET과정연구현시,운용본방안가이개선수문모형대 ET적고산정도,모의출정도교고적류역증산발과정.
A new integrated method was used to estimate continuous,high precision regional ET by data assimilation (DA)technology combined with remote sensing and hydrological models.Data from 18 typical TM/ETM+images taken under clear skies from 1999 to 2007 in Shahe river basin(Beijing)were used.Two-layer remote sensing ET was used to calculate regional ETs for 1 8 days;Calculated values were used as observation values for DA.Distributed hydrological model was used to simulate daily ETs for these 8 years as background values. The two data sets were assimilated by ensemble kalman filter (EnKF ) algorithm. Assimilated ETs were used to construct obj ective function to further optimize hydrological model in order to obtain a time-continuous ET process.The model was tested with observed daily ETs from flux observation stations in the study area.Optimization by assimilated ETs reduced average relative ETs error from 1 3.8% to 6.4%.Thus,integrated approach is appropriate for simulating ET process with high precision.