Precipitation Forecasting Using Wavelet-Genetic Programming and Wavelet-Neuro-Fuzzy Conjunction Models
Created by W.Langdon from
gp-bibliography.bib Revision:1.7964
- @Article{Kisi:2011:WRM,
-
author = "Ozgur Kisi and Jalal Shiri",
-
title = "Precipitation Forecasting Using Wavelet-Genetic
Programming and Wavelet-Neuro-Fuzzy Conjunction
Models",
-
journal = "Water Resources Management",
-
year = "2011",
-
volume = "25",
-
pages = "3135--3152",
-
keywords = "genetic algorithms, genetic programming,
Precipitation, Neuro-fuzzy, Wavelet, Modeling",
-
DOI = "doi:10.1007/s11269-011-9849-3",
-
size = "18 pages",
-
abstract = "Forecasting precipitation as a major component of the
hydrological cycle is of primary importance in water
resources engineering, planning and management as well
as in scheduling irrigation practices. In the present
study the abilities of hybrid wavelet-genetic
programming [i.e. wavelet-gene-expression programming,
WGEP] and wavelet-neuro-fuzzy (WNF) models for daily
precipitation forecasting are investigated. In the
first step, the single genetic programming (GEP) and
neuro-fuzzy (NF) models are applied to forecast daily
precipitation amounts based on previously recorded
values, but the results are very weak. In the next step
the hybridWGEP and WNF models are used by introducing
the wavelet coefficients as GEP and NF inputs, but no
satisfactory results are produced, even though the
accuracies increased to a great extent. In the third
step, the new WGEP and WNF models are built; by merging
the best single and hybrid models inputs and
introducing them as the models inputs. The results show
the new hybrid WGEP models are effective in forecasting
daily precipitation, while the new WNF models are
unable to learn the non-linear process of precipitation
very well.",
-
notes = "See also \cite{beriro:2012:WRM} and
\cite{kisi:2012:WRM}
Civil Engineering Department, Faculty of Engineering,
Hydraulics Division, University of Erciyes, Kayseri,
Turkey",
- }
Genetic Programming entries for
Ozgur Kisi
Jalal Shiri
Citations