Improvement of the PEST parameter estimation algorithm through Extended Kalman Filtering

Journal of Hydrology

Volumn 337, Issue 3-4, 2007, Pages 436-451

  Goegebeur, Maarten ^a   Pauwels, Valentijn R N ^a  

^a GHENT UNIVERSITY   (Belgium)

Author keywords

Calibration; Extended Kalman Filter; Parameter estimation; PEST; TOPLATS

Indexed keywords

ALGORITHMS; CALIBRATION; KALMAN FILTERS; OPTIMIZATION; PARAMETER ESTIMATION; RUNOFF;

EXTENDED KALMAN FILTER (EKF); OBJECTIVE FUNCTIONS; SQUARE DIFFERENCE;

HYDROLOGY;

ALGORITHMS; CALIBRATION; HYDROLOGY; KALMAN FILTERS; OPTIMIZATION; PARAMETER ESTIMATION; RUNOFF;

ALGORITHM; CALIBRATION; ESTIMATION METHOD; KALMAN FILTER; PARAMETERIZATION; RAINFALL-RUNOFF MODELING;

EID: 34047244950     PISSN: 00221694     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jhydrol.2007.02.006     Document Type: Article

References (43)

1. Abdulla F.A., and Lettenmaier D.P. Development of regional parameter estimation equations for a macroscale hydrologic model. J. Hydrol. 197 1-4 (1997) 230-257
2. Ajami N.K., Gupta H., Wagener T., and Sorooshian S. Calibration of a semi-distributed hydrologic model for streamflow estimation along a river system. J. Hydrol. 298 1-4 (2004) 112-135
3. Al-Abed N.A., and Whiteley H.R. Calibration of the Hydrological Simulation Program Fortran (HSPF) model using automatic calibration and geographical information systems. Hydrol. Proc. 16 16 (2002) 3169-3188
4. Baginska B., Milne-Home W., and Cornish P.S. Modelling nutrient transport in Currency Creek, NSW with AnnAGNPS and PEST. Env. Model. Software 48 8-9 (2003) 801-808
5. Boyle D.P., Gupta H.V., and Sorooshian S. Toward improved calibration of hydrological models: Combining the strengths of manual and automatic methods. Water Resour. Res. 36 12 (2000) 3663-3674
6. Brath A., Montanari A., and Toth E. Analysis of the effects of different scenarios of historical data availability on the calibration of a spatially-distributed hydrological model. J. Hydrol. 291 3-4 (2004) 232-253
7. Brutsaert W. On a derivable formula for long-wave radiation from clear skies. Water Resour. Res. 11 5 (1975) 742-744
8. Crow W.T., and Wood E.F. The value of coarse-scale soil moisture observations for regional surface energy balance modeling. J. Hydromet. 3 4 (2002) 467-482
9. Crow W.T., and Wood E.F. The assimilation of remotely sensed soil brightness temperature imagery into a land surface model using Ensemble Kalman filtering: a case study based on ESTAR measurements during SGP97. Adv. Water Resour. 26 2 (2003) 137-149
10. Crow W.T., Drusch M., and Wood E.F. An observation system simulation experiment for the impact of land surface heterogeneity on AMSR-E soil moisture retrievals. IEEE Trans. Geosci. Remote Sensors 39 8 (2001) 1622-1632
11. Crow W.T., Chan S.T.K., Entekhabi D., Houser P.R., Hsu A.Y., Jackson T.J., Njoku E.G., O'Neill P.E., Shi J.C., and Zhan X. An observing system simulation experiment for Hydros radiometer-only soil moisture products. IEEE Trans. Geosci. Remote Sensors 43 6 (2005) 1289-1303
12. Dery S.T., Crow W.T., Stieglitz M., and Wood E.F. Modeling snowcover heterogeneity over complex terrain for regional and global climate models. J. Hydromet. 5 1 (2004) 33-48
13. Doherty, J., 2001. PEST-ASP Users' manual. Watermark Numerical Computing, Brisbane, Australia.
14. Doherty J., and Johnston J.M. Methodologies for calibration and predictive anaylysis of a watershed model. J. Am. Water Resour. As. 39 2 (2003) 251-265
15. Duan Q., Sorooshian S., and Gupta V. Effective and efficient global optimization for conceptual rainfall-runoff models. Water Resour. Res. 28 4 (1992) 1015-1031
16. Famiglietti J.S., and Wood E.F. Multiscale modeling of spatially variable water and energy balance processes. Water Resour. Res. 30 11 (1994) 3061-3078
17. Gan T.Y., and Biftu G.F. Automatic calibration of conceptual rainfall-runoff models: optimization algorithms, catchment conditions, and model structure. Water Resour. Res. 32 12 (1996) 3513-3524
18. Gao H., Wood E.F., Drusch M., Crow W.T., and Jackson T.J. Using a microwave emission model to estimate soil moisture from ESTAR observations during SGP99. J. Hydromet. 5 1 (2005) 49-63
19. Govender M., and Everson C.S. Modelling streamflow from two small South African experimental catchments using the SWAT model. Hydrol. Proc. 19 3 (2005) 683-692
20. Gupta H.V., Sorooshian S., and Yapo P.O. Toward improved calibration of hydrologic models: multiple and noncommensurable measures of information. Water Resour. Res. 34 4 (1998) 751-763
21. Madsen H., Wilson G., and Ammentorp H.C. Comparison of different automated strategies for calibration of rainfall-runoff models. J. Hydrol. 261 1-4 (2002) 48-59
22. Matgen, P., Henry, J., Hoffmann, L., Pfister, L., 2006. Assimilation of remotely sensed soil saturation levels in conceptual rainfall-runoff models. In: IAHS Red Book Series, Prediction in Ungauged Basins: Promise and Progress, vol. IAHS Publ., p. 303.
23. Nalbantis I., Obled C., and Rodriguez J. Unit hydrograph and effective precipitation identification. J. Hydrol. 168 1-4 (1995) 127-157
24. Pauwels V.R.N., and De Lannoy G.J.M. Improvement of modeled soil wetness conditions and turbulent fluxes through the assimilation of observed discharge. J. Hydromet. 7 3 (2006) 458-477
25. Pauwels V.R.N., and Samson R. Comparison of different methods to measure and model actual evapotranspiration rates for a wet sloping grassland. Agric. Water Mange. 82 1-2 (2006) 1-24
26. Pauwels V.R.N., and Wood E.F. A soil-vegetation-atmosphere transfer scheme for the modeling of water and energy balance processes in high latitudes, 1, model improvements. J. Geophys. Res. 14 D22 (1999) 27811-27822
27. Pauwels V.R.N., and Wood E.F. A soil-vegetation-atmosphere transfer scheme for the modeling of water and energy balance processes in high latitudes, 2, application and validation. J. Geophys. Res. 104 D22 (1999) 27823-27839
28. Pauwels V.R.N., and Wood E.F. The importance of misclassifications and spatial resolution of land cover data in the uncertainty in model results over boreal ecosystems. J. Hydromet. 1 3 (2000) 255-266
29. Pauwels V.R.N., Hoeben R., Verhoest N.E.C., and De Troch F.P. The importance of the spatial patterns of remotely sensed soil moisture in the improvement of discharge predictions for small-scale basins through data assimilation. J. Hydrol. 251 1-2 (2001) 88-102
30. Pauwels V.R.N., Hoeben R., Verhoest N.E.C., De Troch F.P., and Troch P.A. Improvement of TOPLATS-based discharge predictions through assimilation of ERS-based remotely sensed soil moisture values. Hydrol. Proc. 16 5 (2002) 995-1013
31. Peters-Lidard C.D., Zion M.S., and Wood E.F. A soil-vegetation-atmosphere transfer scheme for modeling spatially variable water and energy balance processes. J. Geophys. Res. 102 D4 (1997) 4303-4324
32. Rawls W.J., Brakensiek D.L., and Saxton K.E. Estimation of soil water properties. Trans. ASAE 25 5 (1982) 1316-1320
33. Roux H., and Dartus D. Parameter identification using optimization techniques in open-channel inverse problems. J. Hydraul. Res. 43 5 (2005) 311-320
34. Senarath S.U.S., Ogden F.L., Downer C.W., and Sharif H.O. On the calibration and verification of two-dimensional, distributed, Hortonian, continuous watershed models. Water Resour. Res. 36 6 (2000) 1495-1510
35. Sivapalan M., Beven K., and Wood E.F. On hydrologic similarity, 2, a scaled model for runoff prediction. Water Resour. Res. 23 12 (1987) 2266-2278
36. Thyer M., Kuczera G., and Bates B.C. Probabilistic optimization for conceptual rainfall-runoff models: a comparison of the shuffled complex evolution and simulated annealing algorithms. Water Resour. Res. 35 3 (1999) 767-773
37. Vrugt J.A., Gupta H.V., Bastidas L.A., Bouten W., and Soorooshian S. Effective and efficient algorithm for multiobjective optimization of hydrologic models. Water Resour. Res. 39 8 (2003)
38. Vrugt J.A., Gupta H.V., Bouten W., and Soorooshian S. A shuffled complex evolution Metropolis algorithm for optimization and uncertainty assessment of hydrologic models. Water Resour. Res. 39 8 (2003)
39. Walker J.P., and Houser P.R. Requirements of a global near-surface soil moisture satellite mission: accuracy, repeat time, and spatial resolution. Adv. Water Resour. 27 8 (2004) 785-801
40. Wang X., and Melesse A.M. Evaluation of the swat model's snowmelt hydrology in a northwestern Minnesota watershed. Trans. ASAE 48 4 (2005) 1359-1376
41. Welch, G., Bishop, G., 1995. An introduction to the Kalman filter. Technical Report TR 95-041, Department of Computer Science, University of North Carolina at Chapel Hill, Chapel Hill, NC.
42. Yapo P.O., Gupta H.V., and Sorooshian S. Multi-objective global optimization for hydrologic models. J. Hydrol. 204 1-4 (1998) 83-97
43. Zyvolosky G., Kwicklis E., Eddebbarh A.A., Arnold B., Faunt C., and Robinson B.A. The site-scale saturated zone flow model for Yucca Mountain: calibration of different conceptual models and their impact on flow paths. J. Contam. Hydrol. 62-63 (2003) 731-750