On the Treatment of Evapotranspiration, Soil Moisture Accounting, and Aquifer Recharge in Monthly Water Balance Models

Several two- to six-parameter regional water balance models are examined by using 50-year records of monthly streamflow at 10 sites in New Jersey. These models include variants of the Thornthwaite-Mather model, the Palmer model, and the more recent Thomas abcd model. Prediction errors are relatively similar among the models. However, simulated values of state variables such as soil moisture storage differ substantially among the models, and fitted parameter values for different models sometimes indicated an entirely different type of basin response to precipitation. Some problems in parameter identification are noted, including difficulties in identifying an appropriate time lag factor for the Thornthwaite-Mather-type model for basins with little groundwater storage, very high correlations between upper and lower storages in the Palmer-type model, and large sensitivity of parameter a of the abcd model to bias in estimates of precipitation and potential evapotranspiration. Modifications to the threshold concept of the Thornthwaite-Mather model were statistically valid for the six stations in northern New Jersey. The abcd model resulted in a simulated seasonal cycle of groundwater levels similar to fluctuations observed in nearby wells but with greater persistence. These results suggest that extreme caution should be used in attaching physical significance to model parameters and in using the state variables of the models in indices of drought and basin productivity.

[1]  M. H. Diskin,et al.  A procedure for the selection of objective functions for hydrologic simulation models , 1977 .

[2]  H. L. Penman THE DEPENDENCE OF TRANSPIRATION ON WEATHER AND SOIL CONDITIONS , 1950 .

[3]  C. W. Thornthwaite THE WATER BALANCE , 1955 .

[4]  W. Yeh,et al.  Parameter estimation in rainfall-runoff models , 1983 .

[5]  James V. Beck,et al.  Parameter Estimation in Engineering and Science , 1977 .

[6]  George Kuczera,et al.  On the relationship between the reliability of parameter estimates and hydrologic time series data used in calibration , 1982 .

[7]  K. Rushton,et al.  The estimation of groundwater recharge , 1979 .

[8]  C. W. Thornthwaite,et al.  Instructions and tables for computing potential evapotranspiration and the water balance , 1955 .

[9]  G. Kuczera Improved parameter inference in catchment models: 2. Combining different kinds of hydrologic data and testing their compatibility , 1983 .

[10]  W. J. Conover,et al.  Practical Nonparametric Statistics , 1972 .

[11]  J. Mather USING COMPUTED STREAM FLOW IN WATERSHED ANALYSIS1 , 1981 .

[12]  K. M. L. Suxena,et al.  Introduction to Statistical Theory , 1976 .

[13]  M. Sobel,et al.  Play-the-Winner sampling for a fixed sample size binomial selection problem , 1972 .

[14]  S. Sorooshian,et al.  Uniqueness and observability of conceptual rainfall‐runoff model parameters: The percolation process examined , 1983 .

[15]  Myron B. Fiering,et al.  ON THE USE OF CORRELATION TO AUGMENT DATA , 1962 .

[16]  J. Durbin,et al.  Testing for serial correlation in least squares regression. II. , 1950, Biometrika.

[17]  Richard Harding,et al.  An objective assessment of soil-moisture deficit models , 1983 .

[18]  Ken W. F. Howard,et al.  The sensitivity of parameters in the Penman evaporation equations and direct recharge balance , 1979 .

[19]  C. T. Haan A water yield model for small watersheds , 1972 .

[20]  R. Mein,et al.  Sensitivity of optimized parameters in watershed models , 1978 .

[21]  C. W. Thornthwaite An approach toward a rational classification of climate. , 1948 .

[22]  H. H. Rosenbrock,et al.  An Automatic Method for Finding the Greatest or Least Value of a Function , 1960, Comput. J..

[23]  F. I. Morton Operational estimates of areal evapotranspiration and their significance to the science and practice of hydrology , 1983 .

[24]  S. Sorooshian,et al.  Stochastic parameter estimation procedures for hydrologie rainfall‐runoff models: Correlated and heteroscedastic error cases , 1980 .

[25]  G. H. Leavesley,et al.  Precipitation-runoff modeling system; user's manual , 1983 .

[26]  A. H. Hendrickson,et al.  Does transpiration decrease as the soil moisture decreases , 1955 .