Using a H∞ filter assimilation procedure to estimate root zone soil water content

Hydrological Processes

Volumn 24, Issue 25, 2010, Pages 3648-3660

  Lü, Haishen ^a   Li, Xiaoli ^a   Yu, Zhongbo ^a   Horton, Robert ^b   Zhu, Yonghua ^a   Hao, Zhenchun ^a   Xiang, Long ^a  

^a HOHAI UNIVERSITY   (China)

^b IOWA STATE UNIVERSITY   (United States)

Author keywords

H filter assimilation; Richards equation; Root zone soil water content; Soil hydraulic parameter; Surface soil water content

Indexed keywords

ACCURATE ESTIMATION; ASSIMILATION PROCEDURE; DATA ASSIMILATION; ENERGY AND WATER BALANCE; H-INFINITY; HYDROLOGICAL MODELS; IN-SITU; INITIAL SOIL MOISTURE; OBSERVATION ERRORS; OBSERVATION INTERVAL; OBSERVATION PERIOD; OPEN LOOPS; PARAMETER SET; PLANT WATER; RICHARDS EQUATION; ROOT ZONE; SOIL CONDITIONS; SOIL HYDRAULIC PARAMETER; SOIL HYDRAULIC PARAMETERS; SOIL WATER; SOIL WATER CONTENT; STATISTICAL CHARACTERISTICS; SURFACE SOIL; SURFACE SOIL WATER CONTENT; TRIAL-AND-ERROR METHOD; WEIGHTING COEFFICIENT;

DATA PROCESSING; ERRORS; GEOLOGIC MODELS; HYDRAULICS; MOISTURE DETERMINATION; PARAMETER ESTIMATION; SOIL MOISTURE; SOLUTE TRANSPORT; UNCERTAINTY ANALYSIS; UNDERWATER SOILS;

WATER CONTENT;

DATA ASSIMILATION; ERROR ANALYSIS; HYDRAULIC PROPERTY; HYDROLOGICAL MODELING; MOISTURE CONTENT; RHIZOSPHERE; RICHARDS EQUATION; SOIL WATER; WATER CONTENT;

EID: 78649484024     PISSN: 08856087     EISSN: 10991085     Source Type: Journal    
DOI: 10.1002/hyp.7778     Document Type: Article

References (35)

1. Allen RG. 2002. Using the FAO-56 dual crop coefficient method over an irrigated region as part of an evapotranspiration intercomparison study. Journal of Hydrology 229: 27-41.
2. Carsel RF, Parrish RS. 1988. Developing joint probability distributions of soil water retention characteristics. Water Resources Research 24: 755-769.
3. Chaubey I, Haan CT, Grunwald S, Salisbury JM. 1999. Uncertainty in the model parameters due to spatial variability of rainfall. Journal of Hydrology 220: 48-61.
4. Das NN, Mohanty BP. 2006. Root zone soil moisture assessment using remote sensing and vadose zone modeling. Vadose Zone Journal 5: 296-307.
5. Engman ET, Chauhan N. 1995. Status of microwave soil moisture measurements with remote sensing. Remote Sensing of Environment 51: 189-198.
6. Feddes RA, Kowalik PJ, Zaradny H. 1978. Simulation of Field Water Use and Crop Yield. John Wiley and Sons: New York.
7. Hanson JD, Ahuja LR, Shaffer MD, Rojas KW, DeCoursey DG, Farahani H, Johnson K. 1998. RZWQM: simulating the effects of management on water quality and crop production. Agricultural Systems 57: 161-195.
8. Heathman GC, Starks PJ, Ahuja LR, Jackson TJ. 2003. Assimilation of surface soil moisture to estimate profile soil water content. Journal of Hydrology 279: 1-17.
9. Hoeben R, Troch PA. 2000. Assimilation of active microwave observation data for soil moisture profile estimation. Water Resources Research 36: 2805-2819.
10. Homaee M, Feddes RA, Dirksen C. 2002. Simulation of root water uptake II. non-uniform transient water stress using different reduction functions. Agricultural Water Management 57: 111-126.
11. Houser PR, Shuttleworth WJ, Gupta HV, Famiglietti JS, Syed KH, Goodrich DC. 1998. Integration of soil moisture remote sensing and hydrologic modeling using data assimilation. Water Resources Research 34: 3405-3420.
12. Jackson T. 1997. Soil moisture estimation using special satellite microwave/imager (SSM/I) satellite data over a grassland region. Water Resources Research 333: 1475-1484.
13. Jackson TJ, Schmugge TJ, Nicke AD, Coleman GA, Engman ET. 1981. Soil moisture updating and microwave remote sensing for hydrological simulation. Hydrological Sciences Bulletin 26: 305-319.
14. Koster RD, Suarez MJ. 2000. Soil moisture memory in climate models. Journal of Hydrometeorology 2: 558-570.
15. Koster RD, Suarez MJ, Higgins RW, van den Dool HM. 2003. Observational evidence that soil moisture variations affect precipitation. Geophysical Research Letters 30: 1-4.
16. Lü H, Zhu Y, Skaggs TH, Yu Z. 2009. Comparison of measured and simulated water storage in dry land terraces of the Loess Plateau, China. Agricultural Water Management 96: 299-306.
17. Margulis S, McLaughlin D, Entekhabi D, Dunne S. 2002. Land data assimilation and soil moisture estimation using measurements from the Southern Great Plains 1997 field experiment. Water Resources Research 38: 1299.
18. Mohanty BP, Skaggs TH. 2001. Spatio-temporal evolution and time-stable characteristics of soil moisture within remote sensing footprints with varying soil, slope, and vegetation. Advanced Water Resources 17: 1051-1067.
19. Mohanty BP, Zhu J. 2007. Effective hydraulic parameters in horizontally and vertically heterogeneous soils for steady-state land-atmosphere interaction. Journal of Hydrometeorology 8: 715-729.
20. Montaldo N, Albertson JD, Mancini M. 2007. Dynamic calibration with an ensemble Kalman filter based data assimilation approach for root-zone moisture predictions. Journal of Hydrometeorology 8: 910-921.
21. Reichle RH, McLaughlin DB, Entekhabi D. 2002. Hydrologic data assimilation with the ensemble Kalman filter. Monthly Weather Review 130: 103-114.
22. Ritchie JT. 1972. A model for predicting evaporation from a row crop with incomplete cover. Water Resources Research 8: 1204-1213.
23. Schaap MG, Leig FJ, van Genuchten MT. 2001. Rosetta: a computer program for estimating soil hydraulic properties with hierarchical pedotransfer functions. Journal of Hydrology 251: 163-176.
24. Shen X and Deng L. 1997. Game theory approach to discrete H∞ filter design. IEEE Transcation on Signal Processing 45: 1092-1095.
25. Simon D. 2006. Optimal State Estimation. John Wiley & Sonts: New Jersey.
26. Skaggs TH, Shouse PJ, Poss JA. 2006. Irrigating forage crops with saline waters: 2. Modeling root uptake and drainage. Vadose Zone Journal 5: 824-837.
27. Baser T. 1991. Optimum performance levels for minimax filters, predictors and smoothers. Systems & Control Letters 16: 309-317.
28. van Genuchten MT. 1980. A closed-form equation for predicting the hydraulic conductivity of unsaturated soil. Soil Science Society of American Journal 44: 892-898.
29. van Genuchten MT, 1987. Mass transport in saturated-unsaturated media: one-dimensional solutions. Research rep. no. 78-wr-11, Water Resources Program, Princeton University Princeton NJ.
30. Vrugt JA, Hopmans JW, Šimůnek J. 2001. Calibration of a two-dimensional root water uptake model. Soil Science Society of American Journal 65: 1027-1037.
31. Walker JP, Willgoose G, Kalma J. 2001. One-dimensional soil moisture profile retrieval by assimilation of near-surface observations: A comparison of retrieval algorithms. Advanced Water Resources 24: 631-650.
32. Wang D, Cai X. 2008. Robust data assimilation in hydrological modeling: A comparison of Kalman and H-infinity filters. Advanced Water Resources 31: 455-472.
33. Western AW, Blöschl G. 1999. On the spatial scaling of soil moisture. Journal of Hydrology 217: 203-224.
34. Wu S, Yin Y, Zheng D, Yang Q. 2005. Climate change in the Tibetan plateau during the last three decades. Science in China (Ser.D, Earth Sciences) 35: 276-283.
35. Zhu J, Mohanty BP. 2003. Effective hydraulic parameters for steady state vertical flow in heterogeneous soil. Water Resources Research 39: 1227.