TECHNICAL NOTES
Nov 1, 2007

Simple Parameter Estimation Technique for Three-Parameter Generalized Extreme Value Distribution

Publication: Journal of Hydrologic Engineering
Volume 12, Issue 6

Abstract

This note simplifies the widely used parameter estimator methods, namely, method of moments (MOM) and probability weighted moment (PWM) for the three-parameter generalized extreme value (GEV) distribution for improved parameter estimation. The important shape parameter (κ) of the GEV distribution used in annual maximum series and partial duration series models is expressed as a function of skewness (γ) . Validity of the approximate PWM estimates of shape (κ) and, in turn, scale (α) and location (ξ) parameters is checked using the ratio of variance and bias with simulated data, whereas the MOM-approximated estimates are tested using standard error of quantile estimates. The resulting expressions exhibit better accuracy when applied to field data of five watersheds.

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References

Donaldson, R. W. (1996). “Calculating inverse CV, skew and PWM functions for Pearson type-3, log-normal, extreme value and log-logistic distributions.” Commun. Stat.-Simul. Comput., 25, 741–747.
Farquharson, F. A. K. C. S, Green, J. R. M, and Sutcliffe, J. T. (1987). “Comparison of flood frequency curves for many different regions of the world.” Regional flood frequency analysis, V. P. Singh, ed., D. Reidel, Norwel, Mass., 223–256.
Hosking, J. R. M. (1985). “Algorithm-AS 215: Maximum likelihood parameters of the GEV distribution.” Appl. Stat., 34, 301–310.
Hosking, J. R. M. (1990). “L-moment: Analysis and estimation of distribution using linear combination of order statistics.” J. R. Stat. Soc. Ser. B (Methodol.),52(1), 105–124.
Hosking, J. R. M., and Wallis, J. R. (1997). Regional frequency analysis: An approach based on L-moments, Cambridge University Press, Cambridge, UK, 195–196.
Hosking, J. R. M., Wallis, J. R., and Wood, E. F. (1985). “Estimation of the generalized extreme value distribution by method of probability weighted moments.” Technometrics, 27(3), 251–261.
Jenkinson, A. F. (1969). “Statistics of extremes.” Estimation of maximum floods, WMO 233, TP 126, technical note 98, Chap. 5, World Meteorological Office, Geneva, Switzerland, 183–228.
Kite, G. W. (1977). Frequency and risk analysis in hydrology, Water Resources, Fort Collons, Colo.
Lu, L., and Stedinger, J. R. (1992). “Variance of 2- and 3-parameter GEV/PWM quantiles estimators: formulas, confidence interval and comparison.” J. Hydrol., 138, 247–267.
Madsen, H., Pearson, C. P., and Rosbjerg, D. (1997). “Comparison of annual maximum series and partial duration series methods for modeling extreme hydrological events. II. Regional modeling.” Water Resour. Res., 33(4), 759–769.
Marquardt, D. W. (1963). “An algorithm for least-square estimation of nonlinear parameters.” J. Soc. Ind. Appl. Math., 11(2), 431–441.
National Environmental Research Council (NERC). (1975). Flood Studies Report, Vol. 1, Institute of Hydrology, Wallingford, U.K.
Rosbjerg, D., Madsen, H., and Rasmussen, P. F. (1992). “Prediction in partial duration series with generalized Pareto distributed exceedances.” Water Resour. Res., 28(11), 3001–301.
Stedinger, J. R., Vogel, R. M., and Foufoula-Georgiou, E. (1993). “Frequency analysis of extreme events.” Handbook of hydrology, D. R. Maidment, ed., Chap. 18, McGraw-Hill, New York.

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Go to Journal of Hydrologic Engineering
Journal of Hydrologic Engineering
Volume 12Issue 6November 2007
Pages: 682 - 689

History

Received: May 17, 2004
Accepted: Jul 4, 2006
Published online: Nov 1, 2007
Published in print: Nov 2007

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Authors

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P. K. Bhunya
National Institute of Hydrology, Roorkee, Uttarakhand, 247 667 India.
S. K. Jain
National Institute of Hydrology, Roorkee, Uttarakhand, 247 667 India.
C. S. Ojha
Indian Institute of Technology, Roorkee, Uttarakhand 247 667 India.
A. Agarwal
National Institute of Hydrology, Roorkee, Uttarakhand 247 667 India.

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