A k – nearest-neighbor simulator for daily precipitation and other weather variables

@inproceedings{Rajagopalan1999AK,
  title={A k – nearest-neighbor simulator for daily precipitation and other weather variables},
  author={Balaji Rajagopalan and Upmanu Lall},
  year={1999}
}
A multivariate, nonparametric time series simulation method is provided to generate random sequences of daily weather variables that “honor” the statistical properties of the historical data of the same weather variables at the site. A vector of weather variables (solar radiation, maximum temperature, minimum temperature, average dew point temperature, average wind speed, and precipitation) on a day of interest is resampled from the historical data by conditioning on the vector of the same… CONTINUE READING
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References

Publications referenced by this paper.
Showing 1-10 of 31 references

Simulation of daily weather data using theoretical probability distributions

J. A. Bruhn, W. E. Fry, G. W. Fick
J. Appl. Meteorol., • 1980
View 8 Excerpts
Highly Influenced

A kernel estimator for discrete distributions

B. Rajagopalan, U. Lall
J. Nonparametric Stat., • 1995
View 3 Excerpts
Highly Influenced

Stochastic simulation of daily precipitation, temperature, and solar radiation

C. W. Richardson
Water Resour. Res., • 1981
View 4 Excerpts
Highly Influenced

Multivariate nonparametric resapling scheme for generation of daily weather variables

B. Rajagopalan, U. Lall, D. G. Tarboton, D. S. Bowles
Stochastic Hydrol. Hydraul., • 1997
View 2 Excerpts

A nearest neighbor bootstrap for time series resampling

U. Lall, A. Sharma
Water Resour. Res., • 1996
View 2 Excerpts

A nonhomogeneous Markov model for daily precipitation simulation

B. Rajagopalan, U. Lall, D. G. Tarboton
J . Hydrol . Eng . • 1996
View 1 Excerpt

Nonlinear dynamics of the Great Salt Lake: Dimension estimation

T. Sangoyomi, U. Lall, H.D.I. Abarbanel
Water Resour. Res., • 1996

Nonlinear dynamics of the Great Salt Lake: System identification and prediction

H.D.I. Abarbanel, U. Lall
Clim. Dyn., • 1996
View 1 Excerpt

Use of conditional stochastic models to generate climate change

R. Katz
scenarios, Clim. Change, • 1996
View 2 Excerpts