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Volumn 5, Issue 3, 2012, Pages 869-886

Land surface Verification Toolkit (LVT) - A generalized framework for land surface model evaluation

Author keywords

[No Author keywords available]

Indexed keywords

DATA ASSIMILATION; DATA SET; IN SITU MEASUREMENT; LAND SURFACE; MODEL VALIDATION; OPTIMIZATION; REMOTE SENSING; SPATIOTEMPORAL ANALYSIS; UNCERTAINTY ANALYSIS;

EID: 84863336224     PISSN: 1991959X     EISSN: 19919603     Source Type: Journal    
DOI: 10.5194/gmd-5-869-2012     Document Type: Article
Times cited : (51)

References (97)
  • 1
    • 56349119929 scopus 로고    scopus 로고
    • Evaluating the performance of land surface models
    • Abramowitz, G., Leuning, R., Clark, M., and Pitman, A.: Evaluating the performance of land surface models, J. Climate, 21, 5468-5481, 2008.
    • (2008) J. Climate , vol.21 , pp. 5468-5481
    • Abramowitz, G.1    Leuning, R.2    Clark, M.3    Pitman, A.4
  • 2
    • 78649344259 scopus 로고    scopus 로고
    • Noah Land Surface Model modifications to improve snowpack prediction in the Colorado Rocky Mountains
    • doi:10.1029/2009JD013470
    • Barlage, M., Chen, F., Tewari, M., Ikeda, K., Gochis, D., Dudhia, J., Rasmussen, R., Livneh, B., Ek,M., and Mitchell, M.: Noah Land Surface Model modifications to improve snowpack prediction in the Colorado Rocky Mountains, J. Geophys. Res., 115, D22101, doi:10.1029/2009JD013470, 2010.
    • (2010) J. Geophys. Res. , vol.115
    • Barlage, M.1    Chen, F.2    Tewari, M.3    Ikeda, K.4    Gochis, D.5    Dudhia, J.6    Rasmussen, R.7    Livneh, B.E.8    Mitchell, M.9
  • 4
    • 0343415039 scopus 로고    scopus 로고
    • Scaling issues in snow hydrology
    • Bloschl, G.: Scaling issues in snow hydrology, Hydrol. Process., 13, 2149-2175, 1999. (Pubitemid 30061763)
    • (1999) Hydrological Processes , vol.13 , Issue.14-15 , pp. 2149-2175
    • Bloschl, G.1
  • 5
    • 0029413274 scopus 로고
    • Scale issues in hydrological modeling
    • BlÖschl, G. and Sivapalan, M.: Scale issues in hydrological modeling, Hydrol. Process., 9, 251-290, 1995.
    • (1995) Hydrol. Process. , vol.9 , pp. 251-290
    • BlÖschl, G.1    Sivapalan, M.2
  • 7
    • 79955903849 scopus 로고    scopus 로고
    • A comprehensive set of benchmark tests for a land surface model of simultaneous fluxes of water and carbon at both the global and seasonal scale
    • doi:10.5194/gmd-4-255-2011
    • Blyth, E., Clark, D. B., Ellis, R., Huntingford, C., Los, S., Pryor, M., Best, M., and Sitch, S.: A comprehensive set of benchmark tests for a land surface model of simultaneous fluxes of water and carbon at both the global and seasonal scale, Geosci. Model Dev., 4, 255-269, doi:10.5194/gmd-4-255-2011, 2011.
    • (2011) Geosci. Model Dev. , vol.4 , pp. 255-269
    • Blyth, E.1    Clark, D.B.2    Ellis, R.3    Huntingford, C.4    Los, S.5    Pryor, M.6    Best, M.7    Sitch, S.8
  • 9
    • 84863330859 scopus 로고    scopus 로고
    • The Model Evaluation Tools (MET): Community tools for forecast evaluation, in: 25th Conf. on International Interactive Information and Processing Systems (IIPS) for Meteorology, Oceanography, and Hydrology
    • Phoenix, AZ
    • Brown, B., Gotway, J., Bullock, R., Gilleland, E., Fowler, T., Ahijevych, D., and Jensen, T.: The Model Evaluation Tools (MET): Community tools for forecast evaluation, in: 25th Conf. on International Interactive Information and Processing Systems (IIPS) for Meteorology, Oceanography, and Hydrology, Amer. Metero. Soc., Phoenix, AZ, 2009.
    • (2009) Amer. Metero. Soc.
    • Brown, B.1    Gotway, J.2    Bullock, R.3    Gilleland, E.4    Fowler, T.5    Ahijevych, D.6    Jensen, T.7
  • 10
    • 77949571388 scopus 로고    scopus 로고
    • The Ensemble Verification System (EVS): A software tool for verifying ensemble foreasts of hydrometeorological and hydrologic variables at discrete locations
    • Brown, J., Demargne, J., Seo, D.-J., and Liu, Y.: The Ensemble Verification System (EVS): A software tool for verifying ensemble foreasts of hydrometeorological and hydrologic variables at discrete locations, Environ. Model. Software, 25, 854-872, 2010.
    • (2010) Environ. Model. Software , vol.25 , pp. 854-872
    • Brown, J.1    Demargne, J.2    Seo, D.-J.3    Liu, Y.4
  • 11
    • 3342925156 scopus 로고    scopus 로고
    • A new intensity-scale approach for the verification of spatial precipitation forecasts
    • DOI 10.1017/S1350482704001239
    • Casati, B., Ross, G., and Stephenson, D. B.: A new intensity-scale approach for the verification of spatial precipitation forecasts, Meteor. Appl., 11, 141-154, 2004. (Pubitemid 38990949)
    • (2004) Meteorological Applications , vol.11 , Issue.2 , pp. 141-154
    • Casati, B.1    Ross, G.2    Stephenson, D.B.3
  • 12
    • 0030465032 scopus 로고    scopus 로고
    • Modeling of land-surface evaporation by four schemes and comparison with FIFE observations
    • Chen, F., Mitchell, K., Schaake, J., Xue, Y., Pan, H., Koren, V., Duan, Y., Ek, M., and Betts, A.: Modeling of land-surface evaporation by four schemes and comparison with FIFE observations, J. Geophys. Res., 101, 7251-7268, 1996.
    • (1996) J. Geophys. Res. , vol.101 , pp. 7251-7268
    • Chen, F.1    Mitchell, K.2    Schaake, J.3    Xue, Y.4    Pan, H.5    Koren, V.6    Duan, Y.7    Ek, M.8    Betts, A.9
  • 13
    • 0042412325 scopus 로고    scopus 로고
    • The common land model (CLM)
    • doi:10.1175/BAMS-84-8-1013
    • Dai, Y., Zeng, X., Dickinson, R.: The common land model (CLM), B. Am. Meteorol. Soc., 84, 1013-1023, doi:10.1175/BAMS-84-8-1013, 2003.
    • (2003) B. Am. Meteorol. Soc. , vol.84 , pp. 1013-1023
    • Dai, Y.1    Zeng, X.2    Dickinson, R.3
  • 15
    • 0000189967 scopus 로고
    • The new global operational analysis system at the National Meteorological Center
    • Derber, J., Parrish, D., and Lord, S.: The new global operational analysis system at the National Meteorological Center, Weather Forecast., 6, 538-547, 1991.
    • (1991) Weather Forecast. , vol.6 , pp. 538-547
    • Derber, J.1    Parrish, D.2    Lord, S.3
  • 17
    • 33750995278 scopus 로고    scopus 로고
    • GSWP-2: Multimodel analysis and implications for our perception of the land surface
    • DOI 10.1175/BAMS-87-10-1381
    • Dirmeyer, P., Gao, X., Zhao, M., Guo, Z., Oki, T., and Hanasaki, N.: GSWP-2: Multimodel analysis and implications for our perception of the land surface, B. Am. Meteorol. Soc., 87, 1381-1397, doi:10.1175/BAMS-87-10-1381, 2006. (Pubitemid 44741874)
    • (2006) Bulletin of the American Meteorological Society , vol.87 , Issue.10 , pp. 1381-1397
    • Dirmeyer, P.A.1    Gao, X.2    Zhao, M.3    Guo, Z.4    Oki, T.5    Hanasaki, N.6
  • 18
    • 1442314273 scopus 로고    scopus 로고
    • Implementation of Noah land surface model advances in the National Centers for Environmental Prediction operational mesoscale Eta model
    • doi:10.1029/2002JD003296
    • Ek, M. B., Mitchell, K. E., Lin, Y., Rogers, E., Grunmann, P., Koren, V., Gayno, G., and Tarpley, J. D.: Implementation of Noah land surface model advances in the National Centers for Environmental Prediction operational mesoscale Eta model, J. Geophys. Res., 108, 8851, doi:10.1029/2002JD003296, 2003.
    • (2003) J. Geophys. Res. , vol.108 , pp. 8851
    • Ek, M.B.1    Mitchell, K.E.2    Lin, Y.3    Rogers, E.4    Grunmann, P.5    Koren, V.6    Gayno, G.7    Tarpley, J.D.8
  • 20
    • 77955494327 scopus 로고    scopus 로고
    • Performance metrics for soil moisture retrievals and application requirements
    • doi:10.1175/2010JHM1223.1
    • Entekhabi, D., Reichle, R., Koster, R., and Crow, W.: Performance Metrics for Soil Moisture Retrievals and Application Requirements, J. Hydrometeor., 11, 832-840, doi:10.1175/2010JHM1223.1, 2010.
    • (2010) J. Hydrometeor. , vol.11 , pp. 832-840
    • Entekhabi, D.1    Reichle, R.2    Koster, R.3    Crow, W.4
  • 21
    • 19044382252 scopus 로고    scopus 로고
    • Persistence of topographic controls on the spatial distribution of snow in rugged mountain terrain, Colorado, United States
    • DOI 10.1029/2003WR002973, W04014
    • Erickson, T. A., Williams, M. W., and Winstral, A.: Persistence of topographic controls on the spatial distribution of snow in rugged mountain terrain, Colorado, United States, Water Resour. Res., 41, W04014, doi:10.1029/2003WR002973, 2005. (Pubitemid 40707959)
    • (2005) Water Resources Research , vol.41 , Issue.4 , pp. 1-17
    • Erickson, T.A.1    Williams, M.W.2    Winstral, A.3
  • 22
    • 0033226480 scopus 로고    scopus 로고
    • Impact of initial soil wetness on seasonal atmospheric prediction
    • Fennessey, M. and Shukla, J.: Impact of initial soil wetness on seasonal atmospheric prediction, J. Climate, 12, 3167-3180, 1999. (Pubitemid 30087086)
    • (1999) Journal of Climate , vol.12 , Issue.11 , pp. 3167-3180
    • Fennessy, M.J.1    Shukla, J.2
  • 24
    • 25444530916 scopus 로고    scopus 로고
    • Land surface model development for the GISS GCM: Effects of improved canopy physiology on simulated climate
    • DOI 10.1175/JCLI3425.1
    • Friend, A. and Kiang, N.: Land surface model development for the GISS GCM: Effects of improved canopy physiology on simulated climate, J. Climate, 18, 2883-2902, 2005. (Pubitemid 41373029)
    • (2005) Journal of Climate , vol.18 , Issue.15 , pp. 2883-2902
    • Friend, A.D.1    Kiang, N.Y.2
  • 27
    • 49849091344 scopus 로고    scopus 로고
    • Model performance, model robustness, and model fitness scores: A new method for identifying good land surface models
    • doi:10.1029/2008GL033721
    • Gulden, L., Rosero, E., Yang, Z.-L., Wagener, T., and Niu, G.-Y.: Model performance, model robustness, and model fitness scores: A new method for identifying good land surface models, Geophys. Res. Lett., 35, L11404, doi:10.1029/2008GL033721, 2008.
    • (2008) Geophys. Res. Lett. , vol.35
    • Gulden, L.1    Rosero, E.2    Yang, Z.-L.3    Wagener, T.4    Niu, G.-Y.5
  • 29
    • 49449115848 scopus 로고    scopus 로고
    • Reconciling theory with observations: Elements of a diagnostic approach to model evaluation
    • doi:10.1002/hyp.6989
    • Gupta, H.,Wagener, T., and Liu, Y.: Reconciling theory with observations: Elements of a diagnostic approach to model evaluation, Hydrol. Process., 22, 3802-3813, doi:10.1002/hyp.6989, 2008.
    • (2008) Hydrol. Process. , vol.22 , pp. 3802-3813
    • Gupta H.Wagener, T.1    Liu, Y.2
  • 30
    • 70349272865 scopus 로고    scopus 로고
    • Decomposition of the mean squared error and NSE performance criteria: Implications for improving hydrological modeling
    • doi:10.1016/j.jhydrol.2009.08.003
    • Gupta, H., Kling, H., Yilmaz, K., and Martinez, G.: Decomposition of the mean squared error and NSE performance criteria: Implications for improving hydrological modeling, J. Hydrol., 377, 80-91, doi:10.1016/j.jhydrol.2009.08. 003, 2009.
    • (2009) J. Hydrol. , vol.377 , pp. 80-91
    • Gupta, H.1    Kling, H.2    Yilmaz, K.3    Martinez, G.4
  • 32
    • 84863308317 scopus 로고    scopus 로고
    • Quantifying soil moisture modeling uncertainty with remote sensing observations using Bayesian inference techniques
    • under review
    • Harrison, K., Kumar, S., Peters-Lidard, C., and Santanello, J.: Quantifying soil moisture modeling uncertainty with remote sensing observations using Bayesian inference techniques, Water Resour. Res., under review, 2012.
    • (2012) Water Resour. Res.
    • Harrison, K.1    Kumar, S.2    Peters-Lidard, C.3    Santanello, J.4
  • 33
    • 0036700088 scopus 로고    scopus 로고
    • A review of twentieth century drought indices used in the United States
    • Heim, R. J.: A review of twentieth century drought indices used in the United States, B. Am. Meteorol. Soc., 83, 1149-1165, 2002.
    • (2002) B. Am. Meteorol. Soc. , vol.83 , pp. 1149-1165
    • Heim, R.J.1
  • 38
    • 77953589394 scopus 로고    scopus 로고
    • Towards global empirical upscaling of FLUXNET eddy covariance observations: Validation of a model tree ensemble approach using a biosphere model
    • doi:10.5194/bg-6-2001-2009
    • Jung, M., Reichstein, M., and Bondeau, A.: Towards global empirical upscaling of FLUXNET eddy covariance observations: Validation of a model tree ensemble approach using a biosphere model, Biogeosciences, 6, 2001-2013, doi:10.5194/bg-6-2001-2009, 2009.
    • (2009) Biogeosciences , vol.6 , pp. 2001-2013
    • Jung, M.1    Reichstein, M.2    Bondeau, A.3
  • 39
    • 34248653474 scopus 로고    scopus 로고
    • Sensitivity of land surface simulations to model physics, land characteristics, and forcings, at four CEOP sites
    • DOI 10.2151/jmsj.85.187, Coordinated Enhance Observing Period (CEOP)
    • Kato, H., Rodell, M., Beyrich, F., Cleugh, H., van Gorsel, E., Liu, H., and Meyers, T.: Sensitivity of land surface simulations to model physics, land characteristics, and forcings at four CEOP sites, J. Meteor. Soc. Japan, 85A, 187-204, 2007. (Pubitemid 46772775)
    • (2007) Journal of the Meteorological Society of Japan , vol.85 A , Issue.SPEC. ISS. , pp. 187-204
    • Kato, H.1    Rodell, M.2    Beyrich, F.3    Cleugh, H.4    Van Gorsel, E.5    Liu, H.6    Meyers, T.P.7
  • 40
    • 0033609629 scopus 로고    scopus 로고
    • A parameterization of snowpack and frozen ground intended for NCEP weather and climate models
    • Koren, V., Schaake, J., Mitchell, K., Duan, Q.-Y., and Chen, F.: A parameterization of snowpack and frozen ground intended for NCEP weather and climate models, J. Geophys. Res., 104, 19569-19585, 1999.
    • (1999) J. Geophys. Res. , vol.104 , pp. 19569-19585
    • Koren, V.1    Schaake, J.2    Mitchell, K.3    Duan, Q.-Y.4    Chen, F.5
  • 42
    • 66849085045 scopus 로고    scopus 로고
    • On the nature of soil moisture in land surface models
    • doi:10.1175/2009JCLI2832.1
    • Koster, R., Guo, Z., Dirmeyer, P., Yang, R., Mitchell, K., and Puma, M.: On the nature of soil moisture in land surface models, J. Climate, 22, 4322-4335, doi:10.1175/2009JCLI2832.1, 2009.
    • (2009) J. Climate , vol.22 , pp. 4322-4335
    • Koster, R.1    Guo, Z.2    Dirmeyer, P.3    Yang, R.4    Mitchell, K.5    Puma, M.6
  • 44
    • 34748856119 scopus 로고    scopus 로고
    • An integrated high resolution hydrometeorological modeling testbed using LIS and WRF
    • Kumar, S., Peters-Lidard, C., Eastman, J. L., and Tao, W.-K.: An integrated high resolution hydrometeorological modeling testbed using LIS and WRF, Environ. Model. Software, 23, 169-181, 2007.
    • (2007) Environ. Model. Software , vol.23 , pp. 169-181
    • Kumar, S.1    Peters-Lidard, C.2    Eastman, J.L.3    Tao, W.-K.4
  • 45
    • 64049104404 scopus 로고    scopus 로고
    • An integrated hydrologic modeling and data assimilation framework enabled by the Land Information System (LIS)
    • doi:10.1109/MC.2008.511
    • Kumar, S., Peters-Lidard, C., Tian, Y., Reichle, R. H., Alonge, C., Geiger, J., Eylander, J., and Houser, P.: An integrated hydrologic modeling and data assimilation framework enabled by the Land Information System (LIS), IEEE Computer, 41, 52-59, doi:10.1109/MC.2008.511, 2008a.
    • (2008) IEEE Computer , vol.41 , pp. 52-59
    • Kumar, S.1    Peters-Lidard, C.2    Tian, Y.3    Reichle, R.H.4    Alonge, C.5    Geiger, J.6    Eylander, J.7    Houser, P.8
  • 46
    • 50549087914 scopus 로고    scopus 로고
    • A land surface data assimilation framework using the Land Information System: Description and Applications
    • doi:10.1016/j.advwatres.2008.01.013
    • Kumar, S., Reichle, R., Peters-Lidard, C., Koster, R., Zhan, X., Crow, W., Eylander, J., and Houser, P.: A land surface data assimilation framework using the Land Information System: Description and Applications, Adv. Water Resour., 31, 1419-1432, doi:10.1016/j.advwatres.2008.01.013, 2008b.
    • (2008) Adv. Water Resour. , vol.31 , pp. 1419-1432
    • Kumar, S.1    Reichle, R.2    Peters-Lidard, C.3    Koster, R.4    Zhan, X.5    Crow, W.6    Eylander, J.7    Houser, P.8
  • 50
    • 83455187138 scopus 로고    scopus 로고
    • The contributions of precipitation and soil moisture observations to the skill of soil moisture estimates in land data assimilation system
    • doi:10.1175/JHM-D-10.05000.1
    • Liu, Q., Reichle, R., Bindlish, R., Cosh, M., Crow, W., de Jeu, R., De Lannoy, G., Huffman, G., and Jackson, T.: The contributions of precipitation and soil moisture observations to the skill of soil moisture estimates in land data assimilation system, J. Hydrometeor., 12, 5, doi:10.1175/JHM-D-10.05000.1, 2011a.
    • (2011) J. Hydrometeor. , vol.12 , pp. 5
    • Liu, Q.1    Reichle, R.2    Bindlish, R.3    Cosh, M.4    Crow, W.5    De Jeu, R.6    De Lannoy, G.7    Huffman, G.8    Jackson, T.9
  • 51
    • 78651356161 scopus 로고    scopus 로고
    • A wavelet-based approach to assessing timing errors in hydrologic predictions
    • Liu, Y., Brown, J., Demargne, J., and Seo, D.-J.: A wavelet-based approach to assessing timing errors in hydrologic predictions, J. Hydrol., 397, 210-224, 2011b.
    • (2011) J. Hydrol. , vol.397 , pp. 210-224
    • Liu, Y.1    Brown, J.2    Demargne, J.3    Seo, D.-J.4
  • 54
    • 79955043168 scopus 로고    scopus 로고
    • Drought indices based on the climate forecast system reanalysis and ensemble NLDAS
    • Mo, K., Long, L., Xia, Y., Yang, S., Schemm, J., and Ek, M.: Drought indices based on the climate forecast system reanalysis and ensemble NLDAS, J. Hydrometeor., 12, 181-205, 2011.
    • (2011) J. Hydrometeor. , vol.12 , pp. 181-205
    • Mo, K.1    Long, L.2    Xia, Y.3    Yang, S.4    Schemm, J.5    Ek, M.6
  • 56
    • 35548929314 scopus 로고    scopus 로고
    • Development of a global evapotranspiration algorithm based on MODIS and global meteorology data
    • DOI 10.1016/j.rse.2007.04.015, PII S0034425707001903
    • Mu, Q., Heinsch, F., Zhao, M., and Running, S.: Development of a Global evapotranspiration algorithm based on MODIS and global meteorology data, Remote Sens. Environ., 111, 519-536, 2007. (Pubitemid 350016146)
    • (2007) Remote Sensing of Environment , vol.111 , Issue.4 , pp. 519-536
    • Mu, Q.1    Heinsch, F.A.2    Zhao, M.3    Running, S.W.4
  • 57
    • 38249014410 scopus 로고
    • Diagnostic verification of probability forecasts
    • Murphy, A. and Winkler, R.: Diagnostic verification of probability forecasts, Int. J. Forecast., 7, 435-455, 1992.
    • (1992) Int. J. Forecast. , vol.7 , pp. 435-455
    • Murphy, A.1    Winkler, R.2
  • 58
    • 79959850680 scopus 로고    scopus 로고
    • The community Noah land surface model with multiparameterization options (Noah-MP): 1. Model description and evaluation with local-scale measurements
    • doi:10.1029/2010JD015139
    • Niu, G.-Y., Yang, Z.-L., Mitchell, K., Chen, F., Ek, M., Barlage, M., Kumar, A., Manning, K., Niyogi, D., Rosero, E., Tewari, M., and Xia, Y.-L.: The community Noah land surface model with multiparameterization options (Noah-MP): 1. Model description and evaluation with local-scale measurements, J. Geophys. Res., 116, D12109, doi:10.1029/2010JD015139, 2011.
    • (2011) J. Geophys. Res. , vol.116
    • Niu, G.-Y.1    Yang, Z.-L.2    Mitchell, K.3    Chen, F.4    Ek, M.5    Barlage, M.6    Kumar, A.7    Manning, K.8    Niyogi, D.9    Rosero, E.10    Tewari, M.11    Xia, Y.-L.12
  • 61
    • 44449150244 scopus 로고    scopus 로고
    • Multi-sensor historical climatology of satellite-derived global land surface moisture
    • doi:10.1029/2007JF000769
    • Owe, M., de Jeu, R., and Holmes, T.: Multi-sensor historical climatology of satellite-derived global land surface moisture, J. Geophys. Res., 13, F01002, doi:10.1029/2007JF000769, 2008.
    • (2008) J. Geophys. Res. , vol.13
    • Owe, M.1    De Jeu, R.2    Holmes, T.3
  • 62
    • 33746528093 scopus 로고    scopus 로고
    • Information content and complexity of simulated soil water fluxes
    • DOI 10.1016/j.geoderma.2006.03.003, PII S0016706106000504
    • Pachepsky, Y., Guber, A., Jacques, D., Simunek, J., van Genuchten, M., Nicholson, T., and Cady, R.: Information content and complexity of simulated soil water fluxes, Geoderma, 253-266, 2006. (Pubitemid 44137355)
    • (2006) Geoderma , vol.134 , Issue.3-4 , pp. 253-266
    • Pachepsky, Y.1    Guber, A.2    Jacques, D.3    Simunek, J.4    Van Genuchten, M.Th.5    Nicholson, T.6    Cady, R.7
  • 63
    • 80052151224 scopus 로고    scopus 로고
    • Information and complexity measures applied to observed and simulated soil moisture time series
    • Pan, F., Pachepsky, Y., Andrey, G., and Hill, R.: Information and Complexity Measures Applied to Observed and Simulated Soil Moisture Time Series, Hydrol. Sci. J., 56, 1027-1039, 2011.
    • (2011) Hydrol. Sci. J. , vol.56 , pp. 1027-1039
    • Pan, F.1    Pachepsky, Y.2    Andrey, G.3    Hill, R.4
  • 66
    • 46049104380 scopus 로고    scopus 로고
    • Role of precipitation uncertainty in the estimation of hydrologic soil properties using remotely sensed soil moisture in a semiarid environment
    • DOI 10.1029/2007WR005884
    • Peters-Lidard, C., Mocko, D., Garcia, M., Santanello, J., Tischler, M., and Moran, M. S.: Role of precipitation uncertainty in the estimation of hydrologic soil properties using remotely sensed soil moisture in a semiarid environment, Water Resour. Res., 44, W05S18, doi:10.1029/2007WR005884, 2008. (Pubitemid 351897352)
    • (2008) Water Resources Research , vol.44 , Issue.5
    • Peters-Lidard, C.D.1    Mocko, D.M.2    Garcia, M.3    Santanello Jr., J.A.4    Tischler, M.A.5    Moran, M.S.6    Wu, Y.7
  • 67
    • 84155170974 scopus 로고    scopus 로고
    • Estimating evapotranspiration with Land Data Assimilation Systems
    • doi:10.1002/hyp.8387
    • Peters-Lidard, C., Kumar, S., Mocko, D., and Tian, Y.: Estimating evapotranspiration with Land Data Assimilation Systems, Hydrol. Process., 25, 3979-3992, doi:10.1002/hyp.8387, 2011.
    • (2011) Hydrol. Process. , vol.25 , pp. 3979-3992
    • Peters-Lidard, C.1    Kumar, S.2    Mocko, D.3    Tian, Y.4
  • 68
    • 0032446130 scopus 로고    scopus 로고
    • Recent progress and results from the project for the intercomparison of landsurface parameterization schemes
    • DOI 10.1016/S0022-1694(98)00206-6, PII S0022169498002066
    • Pitman, A. and Henderson-Sellers, A.: Recent progress and results from the Project for the Intercomparison of Land surface Parameterization Schemes, J. Hydrol., 212-213, 128-135, 1998. (Pubitemid 29020061)
    • (1998) Journal of Hydrology , vol.212-213 , Issue.1-4 , pp. 128-135
    • Pitman, A.J.1    Henderson-Sellers, A.2
  • 69
    • 33644780638 scopus 로고    scopus 로고
    • Mapping of snow water equivalent and snow depth in boreal and sub-arctic zones by assimilating space-borne microwave radiometer data and ground-based observations
    • DOI 10.1016/j.rse.2006.01.002, PII S0034425706000241
    • Pulliainen, J.: Mapping of snow water equivalent and snow depth in boreal and subarctic zones by assimilating space-borne microwave radiometer data and ground-based observations, Remote Sens. Environ., 101, 257-269, 2006. (Pubitemid 43343906)
    • (2006) Remote Sensing of Environment , vol.101 , Issue.2 , pp. 257-269
    • Pulliainen, J.1
  • 71
    • 17044380653 scopus 로고    scopus 로고
    • Model-data synthesis in terrestrial carbon observation: Methods, data requirements and data uncertainty specifications
    • Raupach, M., Rayner, P., Barrett, D., DeFries, R., Heimann, M., Ojima, D., Quegan, S., and Schmullius, C.: Model-data synthesis in terrestrial carbon observation: Methods, data requirements and data uncertainty specifications, Global Change Biol., 11, 378-397, 2005.
    • (2005) Global Change Biol. , vol.11 , pp. 378-397
    • Raupach, M.1    Rayner, P.2    Barrett, D.3    DeFries, R.4    Heimann, M.5    Ojima, D.6    Quegan, S.7    Schmullius, C.8
  • 72
    • 53849091706 scopus 로고    scopus 로고
    • Comparison of adaptive filtering techniques for land surface data assimilation
    • doi:10.1029/2008WR006883
    • Reichle, R. and Crow, W.: Comparison of adaptive filtering techniques for land surface data assimilation,Water Resour. Res., 44, W08423, doi:10.1029/2008WR006883, 2008.
    • (2008) Water Resour. Res. , vol.44
    • Reichle, R.1    Crow, W.2
  • 73
    • 11144226444 scopus 로고    scopus 로고
    • Land data assimilation with the Ensemble Kalman Filter: Assessing model error parameters using innovations
    • edited by: Hassanizadeh, S., Schotting, R., Gray,W., and Pinder, G., Elsevier, New York
    • Reichle, R. and Koster, R.: Land data assimilation with the Ensemble Kalman Filter: Assessing model error parameters using innovations, in: Developments in Water Science-Computational Methods inWater Resources, edited by: Hassanizadeh, S., Schotting, R., Gray,W., and Pinder, G., 47, Elsevier, New York, 1387-1394, 2002.
    • (2002) Developments in Water Science-Computational Methods inWater Resources , vol.47 , pp. 1387-1394
    • Reichle, R.1    Koster, R.2
  • 74
    • 34347350321 scopus 로고    scopus 로고
    • Comparison and assimilation of global soil moisture retrievals from the Advanced Microwave Scanning Radiometer for the Earth Observing System (AMSR-E) and the Scanning Multichannel Microwave Radiometer (SMMR)
    • DOI 10.1029/2006JD008033
    • Reichle, R., Koster, R., Liu, P., Mahanama, S., Njoku, E., and Owe, M.: Comparison and assimilation of global soil moisture retrievals from the Advanced Microwave Scanning Radiometer for the Earth Observing System (AMSR-E) and the Scanning Multichannel Microwave Radiometer (SMMR), J. Geophys. Res.-Atmos., 112, D09108, doi:10.1029/2006JD008033, 2007. (Pubitemid 47009834)
    • (2007) Journal of Geophysical Research D: Atmospheres , vol.112 , Issue.9
    • Reichle, R.H.1    Koster, R.D.2    Liu, P.3    Mahanama, S.P.P.4    Njoku, E.G.5    Owe, M.6
  • 75
    • 43049119984 scopus 로고    scopus 로고
    • An adaptive ensemble Kalman filter for soil moisture data assimilation
    • DOI 10.1029/2007WR006357
    • Reichle, R., Crow, W., and Keppenne, C.: An adaptive ensemble Kalman Filter for soil moisture data assimilation, Water Resour. Res., 44, W03423, doi:10.1029/2007WR006357, 2008. (Pubitemid 351628553)
    • (2008) Water Resources Research , vol.44 , Issue.3
    • Reichle, R.H.1    Crow, W.T.2    Keppenne, C.L.3
  • 79
    • 0036800857 scopus 로고    scopus 로고
    • Increased crop damage in the US from excess precipitation under climate change
    • DOI 10.1016/S0959-3780(02)00008-0, PII S0959378002000080
    • Rosenzweig, C., Tubiello, F., Goldberg, R., Mills, E., and Bloomfield, J.: Increased crop damage in the US from excess precipitation under climate change, Global Environ. Chang., 12, 197-202, 2002. (Pubitemid 35224644)
    • (2002) Global Environmental Change , vol.12 , Issue.3 , pp. 197-202
    • Rosenzweig, C.1    Tubiello, F.N.2    Goldberg, R.3    Mills, E.4    Bloomfield, J.5
  • 81
    • 34447504653 scopus 로고    scopus 로고
    • Using remotely-sensed estimates of soil moisture to infer soil texture and hydraulic properties across a semi-arid watershed
    • DOI 10.1016/j.rse.2007.02.007, PII S0034425707000739
    • Santanello, J., Peters-Lidard, C., Garcia, M., Mocko, D., Tischler, M., Moran, M., and Thoma, D.: Using remotely-sensed estimates of soil moisture to infer soil texture and hydraulic properties across a semi-Arid watershed, Remote Sens. Environ., 110, 79-97, 2007. (Pubitemid 47077437)
    • (2007) Remote Sensing of Environment , vol.110 , Issue.1 , pp. 79-97
    • Santanello Jr., J.A.1    Peters-Lidard, C.D.2    Garcia, M.E.3    Mocko, D.M.4    Tischler, M.A.5    Moran, M.S.6    Thoma, D.P.7
  • 82
    • 68049092808 scopus 로고    scopus 로고
    • A Modeling and Observational Framework for Diagnosing local land-Atmosphere coupling on diurnal time scales
    • doi:10.1175/2009JHM1066.1
    • Santanello, J., Peters-Lidard, C., Kumar, S., Alonge, C., and Tao, W.-K.: A Modeling and Observational Framework for Diagnosing local land-Atmosphere coupling on diurnal time scales, J. Hydrometeor., 10, 577-599, doi:10.1175/2009JHM1066.1, 2009.
    • (2009) J. Hydrometeor. , vol.10 , pp. 577-599
    • Santanello, J.1    Peters-Lidard, C.2    Kumar, S.3    Alonge, C.4    Tao, W.-K.5
  • 83
    • 80051995798 scopus 로고    scopus 로고
    • Diagnosing the Sensitivity of Local Land-Atmosphere Coupling via the Soil Moisture-Boundary Layer Interaction
    • doi:10.1175/JHM-D-10-05014.1
    • Santanello, J., Peters-Lidard, C., and Kumar, S.: Diagnosing the Sensitivity of Local Land-Atmosphere Coupling via the Soil Moisture-Boundary Layer Interaction, J. Hydrometeor., 12, 766-786, doi:10.1175/JHM-D-10-05014.1, 2011.
    • (2011) J. Hydrometeor. , vol.12 , pp. 766-786
    • Santanello, J.1    Peters-Lidard, C.2    Kumar, S.3
  • 84
    • 0028974835 scopus 로고
    • Scale and the nature of spatial variability: Field examples having implications for hydrologic modeling
    • Seyfried, M. andWilcox, B.: Scale and the nature of spatial variability: Field examples having implications for hydrologic modeling, Water Resour. Res., 31, 173-184, 1995.
    • (1995) Water Resour. Res. , vol.31 , pp. 173-184
    • Seyfried, M.1    Wilcox, B.2
  • 86
    • 84987515778 scopus 로고
    • Scale problems in hydrology: Contributions of the Robertson Workshop
    • Sivapalan, M. and Kalma, J.: Scale problems in hydrology: Contributions of the Robertson Workshop, Hydrol. Process., 9, 243-250, 1995.
    • (1995) Hydrol. Process. , vol.9 , pp. 243-250
    • Sivapalan, M.1    Kalma, J.2
  • 88
    • 65949087465 scopus 로고    scopus 로고
    • Scaling properties and spatial organization of snow depth fields in sub-Alpine forest and alpine tundra
    • doi:10.1002/hyp.7270
    • Trujillo, E., Ramirez, J., and Elder, K.: Scaling properties and spatial organization of snow depth fields in sub-Alpine forest and alpine tundra, Hydrol. Process., 23, 1575-1590, doi:10.1002/hyp.7270, 2009.
    • (2009) Hydrol. Process. , vol.23 , pp. 1575-1590
    • Trujillo, E.1    Ramirez, J.2    Elder, K.3
  • 89
    • 84855778091 scopus 로고    scopus 로고
    • Over a decade of GLASS has accelerated land surface model development
    • doi:10.1175/BAMS-D-11-00007.1
    • van den Hurk, B., Best, M., Dirmeyer, P., Pitman, A., Polcher, J., and Santanello, J.: Over a decade of GLASS has accelerated land surface model development, B. Am. Meteorol. Soc., 92, 1593-1600, doi:10.1175/BAMS-D-11-00007. 1, 2011.
    • (2011) B. Am. Meteorol. Soc. , vol.92 , pp. 1593-1600
    • Van Den Hurk, B.1    Best, M.2    Dirmeyer, P.3    Pitman, A.4    Polcher, J.5    Santanello, J.6
  • 91
    • 11344262306 scopus 로고    scopus 로고
    • Quantitative comparison of spatial fields for hydrological model assessment - Some promising approaches
    • DOI 10.1016/j.advwatres.2004.10.001, PII S0309170804001575
    • Wealands, S., Grayson, R., and Walker, J.: Quantitative comparison of spatial fields for hydrological model assessment-some promising approaches, Adv. Water Resour., 28, 15-32, doi:10.1016/j.advwatres.2004.10.001, 2005. (Pubitemid 40077364)
    • (2005) Advances in Water Resources , vol.28 , Issue.1 , pp. 15-32
    • Wealands, S.R.1    Grayson, R.B.2    Walker, J.P.3
  • 93
    • 0023738263 scopus 로고
    • Effects of spatial variability and scale with implications to hydrologic modeling
    • Wood, E., Sivapalan, M., Beven, K., and Band, L.: Effects of spatial variability and scale with implications to hydrologic modeling, J. Hydrol., 102, 29-47, 1988. (Pubitemid 19299499)
    • (1988) Journal of Hydrology , vol.102 , Issue.1-4 , pp. 29-47
    • Wood, E.F.1    Sivapalan, M.2    Beven, K.3    Band, L.4
  • 94
    • 0025679827 scopus 로고
    • Similarity and scale in catchment storm response
    • doi:10.1029/RG028i001p00001
    • Wood, E., Sivapalan, M., and Beven, K.: Similarity and scale in catchment storm response, Rev. Geophys., 28, 1-18, doi:10.1029/RG028i001p00001, 1990.
    • (1990) Rev. Geophys. , vol.28 , pp. 1-18
    • Wood, E.1    Sivapalan, M.2    Beven, K.3
  • 95
    • 85057921393 scopus 로고    scopus 로고
    • Continental-scale water and energy flux analysis and validation for North-American Land Data Assimilation System Project Phase-2, Part 2: Validation of model-simulated streamflow
    • doi:10.1029/2011JD016051, 2012a
    • Xia, Y., Mitchell, K., Ek, M., Cosgrove, B., Sheffield, J., Luo, L., Alonge, C., Wei, H., Meng, J., Livneh, B., Duan, Y., and Lohmann, D.: Continental-scale water and energy flux analysis and validation for North-American Land Data Assimilation System Project Phase-2, Part 2: Validation of model-simulated streamflow, J. Geophys. Res., 117, D03109, doi:10.1029/2011JD016051, 2012a.
    • J. Geophys. Res , vol.117
    • Xia, Y.1    Mitchell, K.2    Ek, M.3    Cosgrove, B.4    Sheffield, J.5    Luo, L.6    Alonge, C.7    Wei, H.8    Meng, J.9    Livneh, B.10    Duan, Y.11    Lohmann, D.12
  • 96
    • 85057921393 scopus 로고    scopus 로고
    • Continental-scale water and energy flux analysis and validation for the North American Land Data Assimilation System Project Phase 2 (NLDAS-2) Part 1: Comparison Analysis and Application of Model Products
    • doi:10.1029/2011JD016048
    • Xia, Y., Mitchell, K., Ek, M., Sheffield, J., Wood, E., Cosgrove, B., Luo, L., Alonge, C., Wei, H., Meng, J., Livneh, B., Lettenmaier, D., Koren, V., Duan, Y. K. M., and Fan, Y.: Continental-scale water and energy flux analysis and validation for the North American Land Data Assimilation System Project Phase 2 (NLDAS-2), Part 1: Comparison Analysis and Application of Model Products, J. Geophys. Res., 117, D03110, doi:10.1029/2011JD016048, 2012b.
    • (2012) J. Geophys. Res. , vol.117
    • Xia, Y.1    Mitchell, K.2    Ek, M.3    Sheffield, J.4    Wood, E.5    Cosgrove, B.6    Luo, L.7    Alonge, C.8    Wei, H.9    Meng, J.10    Livneh, B.11    Lettenmaier, D.12    Koren, V.13    Duan, Y.K.M.14    Fan, Y.15
  • 97
    • 0031403103 scopus 로고    scopus 로고
    • Global precipitation: A 17-year monthly analysis based on gauge observations, satellite estimates, and numerical model outputs
    • Xie, P. and Arkin, P.: Global precipitation: A 17-year monthly analysis based on gauge observations, satellite estimates, and numerical model outputs, B. Am. Meteorol. Soc., 78, 2539-2558, 1997.
    • (1997) B. Am. Meteorol. Soc. , vol.78 , pp. 2539-2558
    • Xie, P.1    Arkin, P.2


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