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Volumn 33, Issue 4, 2010, Pages 372-386

A novel approach to infer streamflow signals for ungauged basins

Author keywords

Kernel based inference; Streamflow; Ungauged basins; Variational Bayesian Kalman filter

Indexed keywords

CALIFORNIA; DATA ASSIMILATION; KERNEL METHODS; NON-GAUSSIAN; NON-LINEAR; NON-LINEAR DYNAMICS; SYSTEM PROPERTY; UNGAUGED BASINS; VARIATIONAL BAYESIAN; VARIATIONAL BAYESIAN KALMAN FILTER; WEST VIRGINIA;

EID: 77950532276     PISSN: 03091708     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.advwatres.2010.01.003     Document Type: Article
Times cited : (16)

References (57)
  • 1
    • 0005175578 scopus 로고
    • Regionalization of a macroscale hydrological model
    • University of Washington, Seattle, vol. TR(144).
    • Abdulla F.A. Regionalization of a macroscale hydrological model. Water resources series 1995, vol. TR(144). University of Washington, Seattle, 198pp.
    • (1995) Water resources series , pp. 198
    • Abdulla, F.A.1
  • 2
    • 0031259689 scopus 로고    scopus 로고
    • Development of regional parameter estimation equations for a land surface hydrologic model
    • Abdulla F.A., Lettenmaier D.P. Development of regional parameter estimation equations for a land surface hydrologic model. J Hydrol 1997, 197:237-257.
    • (1997) J Hydrol , vol.197 , pp. 237-257
    • Abdulla, F.A.1    Lettenmaier, D.P.2
  • 3
    • 0036475447 scopus 로고    scopus 로고
    • A tutorial on particle filters for on-line non-linear/non-Gaussian Bayesian tracking
    • Arulampalam S., Maskell S., Gordon N., Clapp T. A tutorial on particle filters for on-line non-linear/non-Gaussian Bayesian tracking. IEEE Trans Signal Process 2002, 50(2):174-188.
    • (2002) IEEE Trans Signal Process , vol.50 , Issue.2 , pp. 174-188
    • Arulampalam, S.1    Maskell, S.2    Gordon, N.3    Clapp, T.4
  • 4
    • 0011812771 scopus 로고    scopus 로고
    • Kernel independent component analysis
    • Bach F.R., Jordan M.I. Kernel independent component analysis. J Mach Learn Res 2002, 3(1):1-48.
    • (2002) J Mach Learn Res , vol.3 , Issue.1 , pp. 1-48
    • Bach, F.R.1    Jordan, M.I.2
  • 5
    • 3543081155 scopus 로고    scopus 로고
    • Variational algorithms for approximate bayesian inference
    • PhD thesis, Gatsby Computational Neuroscience Unit, UCL
    • Beal MJ. Variational algorithms for approximate bayesian inference. PhD thesis, Gatsby Computational Neuroscience Unit, UCL, 2003.
    • (2003)
    • Beal, M.J.1
  • 7
    • 84862276277 scopus 로고    scopus 로고
    • The variational Kalman smoother, Technical Report, Gatsby Computational Neuroscience Unit
    • UCL
    • Beal MJ, Ghahramani Z. The variational Kalman smoother, Technical Report, Gatsby Computational Neuroscience Unit, UCL, 2001.
    • (2001)
    • Beal, M.J.1    Ghahramani, Z.2
  • 8
    • 13844295342 scopus 로고    scopus 로고
    • The variational Bayesian EM algorithm for incomplete data: with application to scoring graphical model structures
    • Beal M.J., Ghahramani Z. The variational Bayesian EM algorithm for incomplete data: with application to scoring graphical model structures. Bayesian Stat 2003, 7.
    • (2003) Bayesian Stat , vol.7
    • Beal, M.J.1    Ghahramani, Z.2
  • 10
    • 77950545003 scopus 로고    scopus 로고
    • Analysis of nonstationary time series using support vector machines. Pattern recognition with support vector machines
    • Chang M-W, Lin C-J, Weng RC. Analysis of nonstationary time series using support vector machines. Pattern recognition with support vector machines. Proceedings. Lecture notes in computer science, vol. 2388, 2002, p. 160-70.
    • (2002) Proceedings. Lecture notes in computer science , vol.2388 , pp. 160-70
    • Chang, M.-W.1    Lin, C.-J.2    Weng, R.C.3
  • 11
    • 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., et al. Modeling of land-surface evaporation by four schemes and comparison with FIFE observations. J Geophys Res 1996, 101(D3):7251-7268.
    • (1996) J Geophys Res , vol.101 , Issue.D3 , pp. 7251-7268
    • Chen, F.1    Mitchell, K.2    Schaake, J.3    Xue, Y.4    Pan, H.5    Koren, V.6
  • 12
    • 0007974748 scopus 로고    scopus 로고
    • Cabauw experimental results from the project for intercomparison of land-surface parameterization schemes
    • Chen T., Henderson-Sellers A., Milly P., Pitman A., Beljaars A., Abramopoulos F., et al. Cabauw experimental results from the project for intercomparison of land-surface parameterization schemes. J Climate 1997, 10(6):1194-1215.
    • (1997) J Climate , vol.10 , Issue.6 , pp. 1194-1215
    • Chen, T.1    Henderson-Sellers, A.2    Milly, P.3    Pitman, A.4    Beljaars, A.5    Abramopoulos, F.6
  • 13
    • 0026445234 scopus 로고
    • Effective and efficient global optimization for conceptual rainfall-runoff models
    • Duan Q., Sorooshian S., Gupta V. Effective and efficient global optimization for conceptual rainfall-runoff models. Water Resour Res 1992, 28(4):1015-1031.
    • (1992) Water Resour Res , vol.28 , Issue.4 , pp. 1015-1031
    • Duan, Q.1    Sorooshian, S.2    Gupta, V.3
  • 15
    • 0002049440 scopus 로고    scopus 로고
    • Learning dynamic Bayesian networks
    • Springer-Verlag, C.L. Giles, M. Gori (Eds.) Adaptive processing of temporal information
    • Ghahramani Z. Learning dynamic Bayesian networks. Lecture notes in artificial intelligence 1997, Springer-Verlag. C.L. Giles, M. Gori (Eds.).
    • (1997) Lecture notes in artificial intelligence
    • Ghahramani, Z.1
  • 17
    • 84899003086 scopus 로고    scopus 로고
    • Propagation algorithms for variational bayesian learning
    • Cambridge, MA: MIT Press
    • Ghahramani Z, Beal MJ. Propagation algorithms for variational bayesian learning. In: Adv Neur Inf Proc Syst, vol. 13. Cambridge, MA: MIT Press; 2001.
    • (2001) Adv Neur Inf Proc Syst , vol.13
    • Ghahramani, Z.1    Beal, M.J.2
  • 19
    • 21944437265 scopus 로고    scopus 로고
    • Canonical correlation analysis: an overview with application to learning methods
    • Department of Computer Science, Royal Holloway, University of London
    • Hardoon DR, Szedmak S, Shawe-Taylor J. Canonical correlation analysis: an overview with application to learning methods. Technical Report CSD-TR-03-02, Department of Computer Science, Royal Holloway, University of London, 2003.
    • (2003) Technical Report CSD-TR-03-02
    • Hardoon, D.R.1    Szedmak, S.2    Shawe-Taylor, J.3
  • 20
    • 33644518228 scopus 로고    scopus 로고
    • On the assessment of the impact of reducing parameters and identification of parameter uncertainties for a hydrologic model with applications to ungauged basins
    • Huang M., Liang X. On the assessment of the impact of reducing parameters and identification of parameter uncertainties for a hydrologic model with applications to ungauged basins. J Hydrol 2006, 320:37-61.
    • (2006) J Hydrol , vol.320 , pp. 37-61
    • Huang, M.1    Liang, X.2
  • 21
    • 0016048329 scopus 로고
    • Calibrating a water yield model for small ungauged watersheds
    • Jarboe J.E., Haan C.T. Calibrating a water yield model for small ungauged watersheds. Water Resour Res 1974, 10(2):256-262.
    • (1974) Water Resour Res , vol.10 , Issue.2 , pp. 256-262
    • Jarboe, J.E.1    Haan, C.T.2
  • 22
    • 0033225865 scopus 로고    scopus 로고
    • An introduction to variational methods for graphical models
    • Jordan M.I., Ghahramani Z., Jaakkola T.S., Saul L.K. An introduction to variational methods for graphical models. Mach Learn 1999, 37(2):183-233.
    • (1999) Mach Learn , vol.37 , Issue.2 , pp. 183-233
    • Jordan, M.I.1    Ghahramani, Z.2    Jaakkola, T.S.3    Saul, L.K.4
  • 25
    • 0041653076 scopus 로고    scopus 로고
    • Use of a priori parameters estimates in the derivation of spatially consistent parameter sets of rainfall-runoff models
    • American Geophys. Union, Q. Duan, H. Gupta, S. Sorooshian, A. Rousseau, R. Turcotte (Eds.) Advances in calibration of watershed models
    • Koren V., Smith M., Duan Q.Y. Use of a priori parameters estimates in the derivation of spatially consistent parameter sets of rainfall-runoff models. Water science and application, series 6 2003, 239-254. American Geophys. Union. Q. Duan, H. Gupta, S. Sorooshian, A. Rousseau, R. Turcotte (Eds.).
    • (2003) Water science and application, series 6 , pp. 239-254
    • Koren, V.1    Smith, M.2    Duan, Q.Y.3
  • 26
    • 0020969493 scopus 로고
    • Improved parameter inference in catchment models: 1. Evaluating parameter uncertainty
    • Kuczera G. Improved parameter inference in catchment models: 1. Evaluating parameter uncertainty. Water Resour Res 1983, 19(5):1151-1162.
    • (1983) Water Resour Res , vol.19 , Issue.5 , pp. 1151-1162
    • Kuczera, G.1
  • 27
    • 0028602239 scopus 로고
    • A simple hydrologically based model of land surface water and energy fluxes for general circulation models
    • D7)
    • Liang X., Lettenmaier D.P., Wood E.F., Burges S.J. A simple hydrologically based model of land surface water and energy fluxes for general circulation models. J Geophys Res 1994, 99((D7)14):415-428.
    • (1994) J Geophys Res , vol.99 , Issue.14 , pp. 415-428
    • Liang, X.1    Lettenmaier, D.P.2    Wood, E.F.3    Burges, S.J.4
  • 28
    • 0030157225 scopus 로고    scopus 로고
    • Surface soil moisture parameterization of the VIC-2L model: evaluation and modification
    • Liang X., Lettenmaier D.P., Wood E.F. Surface soil moisture parameterization of the VIC-2L model: evaluation and modification. Global Planet Change 1996, 13:195-206.
    • (1996) Global Planet Change , vol.13 , pp. 195-206
    • Liang, X.1    Lettenmaier, D.P.2    Wood, E.F.3
  • 29
    • 0030390088 scopus 로고    scopus 로고
    • A one-dimensional statistical dynamic representation of subgrid spatial variability of precipitation in the two-layer variable infiltration capacity model
    • 422
    • Liang X., Lettenmaier D.P., Wood E.F. A one-dimensional statistical dynamic representation of subgrid spatial variability of precipitation in the two-layer variable infiltration capacity model. J Geophys Res 1996, 101(D16)(21):403-421. 422.
    • (1996) J Geophys Res , Issue.21 , pp. 403-421
    • Liang, X.1    Lettenmaier, D.P.2    Wood, E.F.3
  • 30
    • 0031770980 scopus 로고    scopus 로고
    • The project for intercomparison of land-surface parameterization schemes (PILPS) phase 2(c) Red-Arkansas river basin experiment: 2. Spatial and temporal analysis of energy fluxes
    • Liang X., Wood E., Lettenmaier D., Lohmann D., Boone A., Chang S., et al. The project for intercomparison of land-surface parameterization schemes (PILPS) phase 2(c) Red-Arkansas river basin experiment: 2. Spatial and temporal analysis of energy fluxes. Global Planet Change 1998, 19:137-159.
    • (1998) Global Planet Change , vol.19 , pp. 137-159
    • Liang, X.1    Wood, E.2    Lettenmaier, D.3    Lohmann, D.4    Boone, A.5    Chang, S.6
  • 31
    • 0033608926 scopus 로고    scopus 로고
    • Modeling ground heat flux in land surface parameterization schemes
    • Liang X., Wood E.F., Lettenmaier D.P. Modeling ground heat flux in land surface parameterization schemes. J Geophys Res 1999, 104(D8):9581-9600.
    • (1999) J Geophys Res , vol.104 , Issue.D8 , pp. 9581-9600
    • Liang, X.1    Wood, E.F.2    Lettenmaier, D.P.3
  • 32
    • 0035518626 scopus 로고    scopus 로고
    • A new surface runoff parameterization with subgrid-scale soil heterogeneity for land surface models
    • Liang X., Xie Z. A new surface runoff parameterization with subgrid-scale soil heterogeneity for land surface models. Adv Water Resour 2001, 24:1173-1193.
    • (2001) Adv Water Resour , vol.24 , pp. 1173-1193
    • Liang, X.1    Xie, Z.2
  • 33
    • 0032007176 scopus 로고    scopus 로고
    • Regional scale hydrology: II. Application of the VIC-2L model to the Weser river, Germany
    • Lohmann D., Raschke E., Nijssen B., Lettenmaier D.P. Regional scale hydrology: II. Application of the VIC-2L model to the Weser river, Germany. Hydrol Sci 1998, 43(1):143-158.
    • (1998) Hydrol Sci , vol.43 , Issue.1 , pp. 143-158
    • Lohmann, D.1    Raschke, E.2    Nijssen, B.3    Lettenmaier, D.P.4
  • 34
    • 0031792817 scopus 로고    scopus 로고
    • The project for intercomparison of land-surface parameterization schemes (PILPS) phase 2(c) Red-Arkansas River Basin experiment: 3. Spatial and temporal analysis of water fluxes
    • Lohmann D., Lettenmaier D., Liang X., Wood E., Boone A., Chang S., et al. The project for intercomparison of land-surface parameterization schemes (PILPS) phase 2(c) Red-Arkansas River Basin experiment: 3. Spatial and temporal analysis of water fluxes. Global Planet Change 1998, 19:161-179.
    • (1998) Global Planet Change , vol.19 , pp. 161-179
    • Lohmann, D.1    Lettenmaier, D.2    Liang, X.3    Wood, E.4    Boone, A.5    Chang, S.6
  • 35
    • 0342505556 scopus 로고
    • Estimating selected parameters for the Kentucky watershed from watershed characteristics
    • Magette W.L., Stanholz V.O., Cair J.G. Estimating selected parameters for the Kentucky watershed from watershed characteristics. Water Resour Res 1976, 12(3):472-476.
    • (1976) Water Resour Res , vol.12 , Issue.3 , pp. 472-476
    • Magette, W.L.1    Stanholz, V.O.2    Cair, J.G.3
  • 37
    • 1542320086 scopus 로고    scopus 로고
    • Regionalisation of catchment model parameters
    • Merz B., Blöschl G. Regionalisation of catchment model parameters. J Hydrol 2004, 287(1-4):95-123.
    • (2004) J Hydrol , vol.287 , Issue.1-4 , pp. 95-123
    • Merz, B.1    Blöschl, G.2
  • 38
    • 0031375732 scopus 로고    scopus 로고
    • Nonlinear prediction of chaotic time series using support vector machines
    • Amelia Island, FL, 24-26 September
    • Mukherjee S, Osuna E, Federico Girosi, Nonlinear prediction of chaotic time series using support vector machines. In: Proceedings of IEEE NNSP'97, Amelia Island, FL, 24-26 September, 1997.
    • (1997) Proceedings of IEEE NNSP'97
    • Mukherjee, S.1    Osuna, E.2    Federico, G.3
  • 42
    • 0033789277 scopus 로고    scopus 로고
    • Macroscale hydrological modeling using remotely sensed inputs: application to the Ohio River basin
    • O'Donnell G.M., Czajkowski K.P., Dubayah R.O., Lettenmaier D.P. Macroscale hydrological modeling using remotely sensed inputs: application to the Ohio River basin. J Geophys Res 2000, 105(D10):12499-12516.
    • (2000) J Geophys Res , vol.105 , Issue.D10 , pp. 12499-12516
    • O'Donnell, G.M.1    Czajkowski, K.P.2    Dubayah, R.O.3    Lettenmaier, D.P.4
  • 43
    • 77950540115 scopus 로고    scopus 로고
    • Dynamical modeling with kernels for nonlinear time series prediction
    • Ralaivola L, d'Alché-Buc F. Dynamical modeling with kernels for nonlinear time series prediction, NIPS'03, 2003.
    • (2003) NIPS'03
    • Ralaivola, L.1    d'Alché-Buc, F.2
  • 45
    • 0000147488 scopus 로고    scopus 로고
    • Online model selection based on the Variational Bayes
    • Sato M.-a. Online model selection based on the Variational Bayes. Neural Comput 2001, 13:1649-1681.
    • (2001) Neural Comput , vol.13 , pp. 1649-1681
    • Sato, M.-A.1
  • 46
    • 0030466349 scopus 로고    scopus 로고
    • Simple water balance model for estimating runoff at different spatial and temporal scales
    • Schaake J., Koren V.I., Duan Q., Mitchell K., Chen F. Simple water balance model for estimating runoff at different spatial and temporal scales. J Geophys Res 1996, 101(D3):7461-7475.
    • (1996) J Geophys Res , vol.101 , Issue.D3 , pp. 7461-7475
    • Schaake, J.1    Koren, V.I.2    Duan, Q.3    Mitchell, K.4    Chen, F.5
  • 47
    • 77950538048 scopus 로고    scopus 로고
    • Regional parameter estimation of land surface parameterizations for GCIP large-scale area southwest
    • Long Beach, California, February
    • Schaake JC, Duan Q, Koren VI, Cong S. Regional parameter estimation of land surface parameterizations for GCIP large-scale area southwest. In: 13th Conference on hydrology, American Meteorological Society, Long Beach, California, February, 1997, p. 285-8.
    • (1997) 13th Conference on hydrology, American Meteorological Society , pp. 285-8
    • Schaake, J.C.1    Duan, Q.2    Koren V.I3    Cong, S.4
  • 51
    • 0033621418 scopus 로고    scopus 로고
    • Regionalisation of parameters for a conceptual rainfall-runoff model
    • Seibert J. Regionalisation of parameters for a conceptual rainfall-runoff model. Agric Forest Meteorol 1999, 98-99:279-293.
    • (1999) Agric Forest Meteorol , pp. 279-293
    • Seibert, J.1
  • 52
    • 33644505802 scopus 로고    scopus 로고
    • Parameter estimation and regionalization for continuous rainfall-runoff models including uncertainty
    • Wagener T., Wheater H.S. Parameter estimation and regionalization for continuous rainfall-runoff models including uncertainty. J Hydrol 2006, 320:132-154.
    • (2006) J Hydrol , vol.320 , pp. 132-154
    • Wagener, T.1    Wheater, H.S.2
  • 53
    • 0022110288 scopus 로고
    • Regional parameters for the Sacramento model: a case study
    • Weeks W.D., Ashkanasy N.M. Regional parameters for the Sacramento model: a case study. Civil Eng Trans Inst Eng Aust 1985, CE 27:305-313.
    • (1985) Civil Eng Trans Inst Eng Aust , vol.CE 27 , pp. 305-313
    • Weeks, W.D.1    Ashkanasy, N.M.2
  • 54
    • 0023593504 scopus 로고
    • A simple ARMA hydrologic model for ungauged catchments in Queensland
    • Weeks W.D., Boughton W.C. A simple ARMA hydrologic model for ungauged catchments in Queensland. Civil Eng Trans Inst Eng Aust 1987, CE 29:85-95.
    • (1987) Civil Eng Trans Inst Eng Aust , vol.CE 29 , pp. 85-95
    • Weeks, W.D.1    Boughton, W.C.2
  • 56
    • 0031797340 scopus 로고    scopus 로고
    • The project for intercomparison of land-surface parameterization schemes (PILPS) phase 2(c) Red-Arkansas river basin experiment: 1. Experiment description and summary intercomparisons
    • Wood E.F., et al. The project for intercomparison of land-surface parameterization schemes (PILPS) phase 2(c) Red-Arkansas river basin experiment: 1. Experiment description and summary intercomparisons. Global Planet Change 1998, 19(1-4):115-135.
    • (1998) Global Planet Change , vol.19 , Issue.1-4 , pp. 115-135
    • Wood, E.F.1
  • 57
    • 34248171887 scopus 로고    scopus 로고
    • Regionalization of constraints on expected watershed response behavior for improved predictions in ungauged basins
    • Yadav M., Wagener T., Gupta H. Regionalization of constraints on expected watershed response behavior for improved predictions in ungauged basins. Adv Water Resour 2007, 30:1756-1774.
    • (2007) Adv Water Resour , vol.30 , pp. 1756-1774
    • Yadav, M.1    Wagener, T.2    Gupta, H.3


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