Evaluation of statistical methods for infilling missing values in high-resolution soil moisture data

Journal of Hydrology

Volumn 400, Issue 1-2, 2011, Pages 95-102

  Dumedah, Gift ^a   Coulibaly, Paulin ^a  

^a MCMASTER UNIVERSITY   (Canada)

Author keywords

Infilling; Missing values; Soil moisture data; Statistical methods

Indexed keywords

ACCURACY LEVEL; COMPLEX METHODS; CONSERVATION AREAS; CONTINUOUS TIME; DATA SETS; EVALUATION ACCURACY; HAMILTONS; HIGH RESOLUTION; INFILLING; METEOROLOGICAL DATA; MISSING VALUES; MULTIPLE ESTIMATES; MULTIPLE LINEAR REGRESSIONS; ONTARIO , CANADA; PEARSON CORRELATION COEFFICIENTS; SIMPLE METHOD; SOIL COLUMN; SOIL LAYER; SPATIAL LOCATION; STREAMFLOW PREDICTION; TEMPORAL PERSISTENCE;

CORRELATION METHODS; LINEAR REGRESSION; METEOROLOGY; MOISTURE DETERMINATION; SOIL CONSERVATION; SOIL MOISTURE; TIME SERIES; WATER RESOURCES; WEATHER FORECASTING;

SOIL SURVEYS;

ACCURACY ASSESSMENT; DATA SET; ESTIMATION METHOD; LINEARITY; METEOROLOGY; PERFORMANCE ASSESSMENT; REGRESSION ANALYSIS; RESOLUTION; SOIL COLUMN; SOIL MOISTURE; SPATIOTEMPORAL ANALYSIS; STATISTICAL ANALYSIS; STREAMFLOW; TIME SERIES; WATER RESOURCE; WEATHER FORECASTING;

CANADA; ONTARIO [CANADA];

EID: 79952489002     PISSN: 00221694     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jhydrol.2011.01.028     Document Type: Article

References (40)

1. Abebe A., Solomatine D., Venneker R. Application of adaptive fuzzy rule-based models for reconstruction of missing precipitation events. Hydrological Sciences Journal 2000, 45(3):425-436.
2. Abudu S., Salim Bawazir A., Phillip King J. Infilling missing daily evapotranspiration data using neural networks. Journal of Irrigation and Drainage Engineering 2010, 136(5):317-325.
3. Anctil F., Lauzon N., Filion M. Added gains of soil moisture content observations for streamflow predictions using neural networks. Journal of Hydrology 2008, 359(3-4):225-234.
4. Beauchamp J., Downing D., Railsback S. Comparison of regression and time-series methods for synthesizing missing streamflow records. Water Resources Bulletin 1989, 25(5):961-975.
5. Bennis S., Bermda F., Kang N. Improving single-variable and multivariable techniques for estimating missing hydrological data. Journal of Hydrology 1997, 191(1-4):87-105.
6. Berg A.A., Mulroy K. Streamflow predictability given macro-scale estimates of the initial soil moisture status. Hydrological Sciences Journal 2006, 51(4):642-654.
7. Berkowitz B., Ben Zvi M., Berkowitz J. A spatial, time-dependent approach to estimation of hydrologic data. Journal of Hydrology 1992, 135(1-4):133-142.
8. Berthet L., Andreassian V., Perrin C., Javelle P. How crucial is it to account for the antecedent moisture conditions in flood forecasting? Comparison of event-based and continuous approaches on 178 catchments. Hydrology and Earth System Sciences Discuss 2009, 13(2):819-831.
9. Brocca L., Melone F., Moramarco T., Morbidelli R. Soil moisture temporal stability over experimental areas in central Italy. Geoderma 2009, 148:364-374.
10. Brocca L., Melone F., Moramarco T., Singh V.P. Assimilation of observed soil moisture data in storm rainfall-runoff modeling. Journal of Hydrologic Engineering 2009, 14(2):153-165.
11. Chen Y.J. Letter to the editor on " rank stability or temporal stability" Soil Science Society of America Journal 2006, 70:306.
12. Chen D., Engman E.T., Brutsaert W. Spatial distribution and pattern persistence of surface soil moisture and temperature over prairie from remote sensing. Remote Sensing of Environment 1997, 61(3):347-360.
13. Cosh, M.H., Jackson, T.J., Moran, S., Bindlish, R., 2006. Surface soil moisture temporal persistence and stability in a semi-arid watershed. In: IEEE International Conference, pp. 1724-1727.
14. Cosh M.H., Jackson T.J., Starks P., Heathman G. Temporal stability of surface soil moisture in the little washita river watershed and its applications in satellite soil moisture product validation. Journal of Hydrology 2006, 323(1-4):168-177.
15. Cosh M.H., Jackson T.J., Moran S., Bindlish R. Temporal persistence and stability of surface soil moisture in a semi-arid watershed. Remote Sensing of Environment 2008, 112:304-313.
16. Coulibaly P., Evora N. Comparison of neural network methods for infilling missing daily weather records. Journal of Hydrology 2007, 341(1-2):27-41.
17. Elshorbagy A.A., Panu U.S., Simonovic S.P. Group-based estimation of missing hydrological data: I. Approach and general methodology. Hydrological Sciences Journal 2000, 45(6):849-866.
18. Elshorbagy A.A., Panu U.S., Simonovic S.P. Group-based estimation of missing hydrological data: I. Application to streamflows. Hydrological Sciences Journal 2000, 45(6):867-880.
19. French M., Krajewski W., Cuykendall R. Rainfall forecasting in space and time using a neural network. Journal of Hydrology 1992, 137(1-4):1-31.
20. Grayson R.B., Western A.W. Towards areal estimation of soil water content from point measurements: time and space stability of mean response. Water Resources Research 1998, 207(1-2):68-82.
21. Guber A., Gish T., Pachepskyc Y., van Genuchtend M., Daughtryb C., Nicholsone T., Cady R. Temporal stability in soil water content patterns across agricultural fields. Catena 2008, 73:125-133.
22. Guber A., Gish T., Pachepskyc Y., van Genuchtend M., Daughtryb C., Nicholsone T., Cady R. Temporal stability of estimated soil water flux patterns across agricultural fields. International Agrophysics 2008, 22:209-214.
23. Gyau Boakye P., Schultz G.A. Filling gaps in runoff time series in West Africa. Hydrological Sciences 1994, 39(6):621-636.
24. Hawkins T., Ellis A. The dependence of streamflow on antecedent subsurface moisture in an arid climate. Journal of Arid Environments 2010, 74(1):75-86.
25. Hu W., Shao M., Wang Q., Reichardt K. Time stability of soil water storage measured by neutron probe and the effects of calibration procedures in a small watershed. Catena 2009, 79:72-82.
26. Hughes D., Smakhtin V. Daily flow time series patching or extension: a spatial interpolation approach based on flow duration curves. Hydrological Sciences Journal 1996, 41(6):851-871.
27. Khalila M., Panua U., Lennox W. Groups and neural networks based streamflow data inflling procedures. Journal of Hydrology 2001, 241(3-4):153-176.
28. Koster R., Dirmeyer P., Guo Z., Bonan G., Chan E., Cox P., Gordon C., Kanae S., Kowalczyk E., Lawrence D., Liu P., Lu C., Malyshev S., McAvaney B., Mitchell K., Mocko D., Oki T., Oleson K., Pitman A., Sud Y., Taylor C., Verseghy D., Vasic R., Xue Y., Yamada T. Regions of strong coupling between soil moisture and precipitation. Science 2004, 305(5687):1138-1140.
29. Luck K., Ball J., Sharma A. A study of optimal model lag and spatial inputs to artificial neural network for rainfall forecasting. Journal of Hydrology 2000, 227(1-4):56-65.
30. Martinez C., Hancock G.R., Kalma J.D., Wells T. Spatio-temporal distribution of near-surface and root zone soil moisture at the catchment scale. Hydrological Processes 2008, 22:2699-2714.
31. Martinez-Fernandez J., Ceballos A. Mean soil moisture estimation using temporal stability analysis. Journal of Hydrology 2005, 312:28-38.
32. Ng W., Panu U.S. Comparisons of traditional and novel stochastic models for the generation of daily precipitation occurrences. Journal of Hydrology 2010, 380(1-2):222-236.
33. Ng W., Panu U.S., Lennox W. Comparative studies in problems of missing extreme daily streamflow records. Journal of Hydrologic Engineering 2009, 14(1):91-100.
34. Schneider T. Analysis of incomplete climate data: Estimation of mean values and covariance matrices and imputation of missing values. Journal of Climate 2001, 14(5):853-871.
35. Simonovic S.P. Synthesizing missing streamflow records on several manitoba streams using multiple nonlinear standardized correlation analysis. Hydrological Sciences Journal 1995, 40(2):183-203.
36. Vachaud G., Passerat De Silans A., Balabanis P., Vauclin M. Temporal stability of spatially measured soil water probability density function. Soil Science Society of America Journal 1985, 49:822-828.
37. van Geer F., Zuur A. An extension of box-jenkins transfer/noise models for spatial interpolation of groundwater head series. Journal of Hydrology 1997, 192(1-4):65-80.
38. Western A.W., Grayson R.B., Bloschl G., Willgoos G.R., McMahon T.A. Observed spatial organization of soil moisture and its relation to terrain indices. Water Resources Research 1999, 35(3):797-810.
39. Zhang T., Berndtsson R. Analysis of soil water dynamics in time and space by use of pattern recognition. Water Resources Research 1991, 27(7):1623-1636.
40. Zhao Y., Peth S., Wang X.Y., Lin H., Horn R. Controls of surface soil moisture spatial patterns and their temporal stability in a semi-arid steppe. Hydrological Processes 2010, doi:10.1002/hyp.7665.