Please wait a minute...
img

Wechat

Remote Sensing Technology and Application  2014, Vol. 29 Issue (5): 719-726    DOI: doi:10.11873/j.issn.1004-0323.2014.5.0719
    
Global Sensitivity Analysis of SEBS Model Parameters based on EFAST Method
Li Yan1,2,Huang Chunlin1,Lu Ling1
(1.中国科学院寒区旱区环境与工程研究所,甘肃 兰州 730000;2.中国科学院大学,北京 100049)
Download:  PDF (1795KB) 
Export:  BibTeX | EndNote (RIS)      
Abstract  

The Extend Fourier Amplitude Sensitivity Test (EFAST) was used to analyze the global sensitivity of SEBS model parameters in Yingke oasis station located in Heihe river basin from three points below:(1) the sensitivity of input parameters was analyzed,when sensible heat flux (H),latent heat flux (λE) and evaporation fraction (fr),respectively,are as the output parameter of SEBS model.(2) The sensitivity of surface parameters was analyzed,when the meteorology data was fixed.(3) Impact of parameters ranges on sensitivity index was analyzed by tuning input parameter ranges.The results showed that the model is sensitive to air temperature,wind speed,surface temperature and vegetation parameters.The impact of parameter interactions is slight for H and λE,but great for fr.When the meteorological data is fixed,the output variables are highly sensitive to surface temperature with high main sensitivity index (about 0.6).The sensitivity of input parameters is different using different parameter ranges.

Key words:  Remote Sensing      SEBS model      EFAST method      Global sensitivity analysis     
Received:  15 September 2013      Published:  10 November 2014
TP 79  
Service
E-mail this article
Add to my bookshelf
Add to citation manager
E-mail Alert
RSS
Articles by authors
Li Yan
Huang Chunlin
Lu Ling

Cite this article: 

Li Yan,Huang Chunlin,Lu Ling. Global Sensitivity Analysis of SEBS Model Parameters based on EFAST Method. Remote Sensing Technology and Application, 2014, 29(5): 719-726.

URL: 

http://www.rsta.ac.cn/EN/doi:10.11873/j.issn.1004-0323.2014.5.0719     OR     http://www.rsta.ac.cn/EN/Y2014/V29/I5/719

[1]Xin Xiaozhou,Tian Guoliang,Liu Qinhuo.A Review of Researches on Remote Sensing of Land Surface Evapotranspiration[J].Journal of Remote Sensing,2003,7(3):233-240.[辛晓洲,田国良,柳钦火.地表蒸散定量遥感的研究进展[J].遥感学报,2003,7(3):233-240.]

[2]Su Z.The Surface Energy Balance System (SEBS) for Estimation of Turbulent Heat Fluxes[J].Hydrology and Earth System Sciences,2002,6(1):85-99.

[3]Zhan Chesheng,Xia Jun.The Space-time Pattern of Land-surface Evapotranspiration of China[M].Beijing:Intellectual Property Publication House,2010.[占车生,夏军.中国陆面蒸散发量的遥感反演及时空格局[M].北京:知识产权出版社,2010.]

[4]He Yanbo,Su Zhongbo,Jia Li,et al.Estimation of Surface Energy Flux using Surface Energy Balance System(SEBS) in the Yellow-Huaihe-Haihe River Regions,China[J].Plateau Meteorology,2006,25(6):1092-1100.[何延波,苏中波,贾立,等.SEBS模型在黄淮海地区地表能量通量估算中的应用[J].高原气象,2006,25(6):1092-1100.]

[5]Ma W Q,Ma Y M,Hu Z,et al.Estimating Surface Fluxes over Middle and Upper Streams of the Heihe River Basin with ASTER Imagery[J].Hydrology Earth System Science,2011,15:1403-1413.

[6]La Ba,Chu duo,Deji Yangzong.Study onEvapotranspiration in Northern Tibet based on SEBS Model[J].Remote Sensing Technology and Application,2012,27(6):919-926.[拉巴,除多,德吉央宗.基于SEBS模型的藏北那曲蒸散量研究[J].遥感技术与应用,2012,27(6):919-926.]

[7]Gokmen M,Vekerdy Z,Verhoef A,et al.Integration of Soil Moisture in SEBS for Improving Evapotranspiration Estimation under Water Stress Conditions[J].Remote Sensing of Environment,2012,121:261-274.

[8]Wang Y Y,Li X,Tang S H.Validation of the SEBS-derived Sensible Heat for FY3A/VIRR and TERRA/MODIS over an Alpine Grass Region Using LAS Measurements[J].International Journal of Applied Earth Observation and Geoinformation,2013,23:226-233.

[9]Lu X J,Wang Y P,Ziehn T,et al.An Efficient Method for Global Parameter Sensitivity Analysis and Its Applications to the Australian Community Land Surface Model (CABLE)[J].Agricultural and Forest Meteorology,2013,http://dx.doi.org/10.1016/j.agrformet.2013.04.003.

[10]Morris M D.FactorialSampling Plans for Preliminary Computational Experiments[J].Technometrics,1991,33(2):161-174.

[11]Cukier R I,Levine H B,Shuler K E.Nonlinear Sensitivity Analysis of Multiparameter Model Systems[J].Journal of Computational Physics,1978,26:1-42.

[12]Sobol I M.SensitivityEstimates for Nonlinear Mathematical Model[J].Mathematical Modeling and Computation Experiment,1993,(1):407-414.

[13]Saltelli A,Tarantola S,Chan K.A Quantitative Model-independent Method for Global Sensitivity Analysis of Model Output[J].Technometrics,1999,41(1):39-56.

[14]Ren Qiwei,Chen Yangbo,Shu Xiaojuan.Global Sensitivity Analysis of Xinanjiang Model Parameters based on Extend FAST Method[J].ACTA Scientiarum Naturalium Universitatis Sunyatseni,2010,49(3):127-134.[任启伟,陈洋波,舒晓娟.基于Extend FAST方法的新安江模型参数全局敏感性分析[J].中山大学学报(自然科学版),2010,49(3):127-134.]

[15]Liao Zhenghong,Chen Yangbo,Xu Huijun,et al.Parameter Sensitivity Analysis of the Liuxihe Model based on EFAST Algorithm[J].Tropical Geography,2012,32(6):606-612.[廖征红,陈洋波,徐会军,等.基于EFAST的流溪河模型参数敏感性分析[J].热带地理,2012,32(6):606-612.]

[16]Jiang Zhiwei,Chen Zhongxin,Zhou Qingbo,et al.Global Sensitivity Analysis of SERES-Wheat Model Parameters[J].Transaction of the Chinese Society of Agricultural Engineering,2011,27(1):236-242.[姜志伟,陈仲新,周清波,等.CERES-Wheat 作物模型参数全局敏感性分析[J].农业工程学报,2011,27(1):236-242.]

[17]Zhang Jingxiao,Su Wei.Sensitivity Analysis of CERES-Wheat Model Parameters based on EFAST Model[J].Journal of China Agricultural University,2012,17(5):149-156.[张静潇,苏伟.基于EFAST方法的CERES-Wheat作物模型参数敏感性分析[J].中国农业大学学报,2012,17(5):149-156.]

[18]Wang Jiandong,Guo Weidong,Li Hongqi.Application of Extended Fourier Amplitude Sensitivity Test(EFAST) Method in Land Surface Parameter Sensitivity Analysis[J].Acta Physica Sinica,2013,62(5):050202.[王建栋,郭维栋,李红祺.拓展傅立叶幅度敏感性检验 (EFAST) 在陆面过程模式中参数敏感性分析的应用探索[J].物理学报,2013,62(5):050202.]

[19]Miao Z W,Richard G,Lathrop J,et al.Simulation and Sensitivity Analysis of Carbon Storage and Fluxes in the New Jersey Pinelands[J].Environmental Modelling & Software,2011(26):1112-1122.

[20]Spiessl S M,Becker D-A,Rubel A.EFAST Analysis Applied to a PA Model for a Generic HLW Repository in Clay[J].Reliability Engineering and System Safety,2012,107:190-204.[21]Wan Z M,Jeff D.A Generalized Split-window Algorithm for Retrieving Land-Surface Temperature from Space[J].IEEE Transactions on Geoscience and Remote Sensing,1996,34(4):892-905.

[22]Yu Wenping,Ma Mingguo.Validation of the MODIS Land Surface Temperature Products:A Case Study of the Heihe River Basin[J].Remote Sensing Technology and Application,2011,26(6):705-712.[于文凭,马明国.MODIS地表温度产品的验证研究-以黑河流域为例[J].遥感技术与应用,2011,26(6):705-712.]

[23]Liang S L.Narrowband to Broadband Conversion of Land Surface Albedo Algorithm[J].Remote Sensing of Environment,2000,76:213-238.

[24]Enric V,Vicente C.Mapping Land Surface Emissivity from NDVI:Application to European,African,and South American Areas[J].Remote Sensing of Environment,1995,57:167-184.

[25]Ma Mingguo,Wang Weizhen,Huang Guanghui,et al.WATER:Dataset of Automatic Meteorological Observations at Yingke Oasis Station[DB/OL].Cold and Arid Regions Environmental and Engineering Research Institute,Chinese Academy of Sciences,2008.[马明国,王维真,黄广辉,等.黑河综合遥感联合试验:盈科灌区绿洲站自动气象站数据集[DB/OL].中国科学院寒区旱区环境与工程研究所,2008.]

[26]Chen Qiang,Gou Si,Yan Denghua,et al.The Regional ET Calculation based on SEBAL Model and the Sensitivity Analysis of Meteorological Parameters:A Case Study of Tianjing City[J].Resources Science,2009,31(8):1303-1308.[陈强,苟思,严登华,等.基于SEBAL模型的区域ET计算及气象参数敏感性分析[J].资源科学,2009,31(8):1303-1308.]

[27]Massmann C,Holzmann H.Analysis of the Behavior of a Rainfall-runoff Model Using Three Global Sensitivity Analysis Methods Evaluated at Different Temporal Scales[J].Journal of Hydrology,2012,475:97-110.

[28]Gamerith V,Neumann M B,Muschalla D.Applying Global Sensitivity Analysis to the Modeling of Flow and Water Quality in Sewer[J].Water Research,2013(47):4600-4611.

[29]Stull R B.AnIntroduction to Boundary Layer Meteorology[M].Beijing:China Meteorological Press,1991.[Roland B Stull.边界层气象学导论[M].北京:气象出版社,1991.

No Suggested Reading articles found!