The Application of Wavelet Neural Networks on Rainfall Forecast

Wei Wei Xiao; Wei Jun Luan

doi:10.4028/www.scientific.net/AMM.263-266.3370

Paper Titles

Construction of Design Process Ontology Database Based on Process Ontology
p.3352

Design and Application of Network Management System for Sports Events
p.3357

An Accuracy Position Index Model for Moving Objects on Fixed Network
p.3361

A Distributed Video Coding Algorithm Based on Weighted Motion Estimation
p.3366

The Application of Wavelet Neural Networks on Rainfall Forecast
p.3370

Practical Applications of Motor Imagery EEG Based on BP Neural Networks
p.3374

Design of Neural Network Based on Rough Set
p.3378

Semantics Integral Operator Fuzzy Logic
p.3382

Modeling of Distributed Generation in Power Flow Calculations on Distribution Networks
p.3387

HomeApplied Mechanics and MaterialsApplied Mechanics and Materials Vols. 263-266The Application of Wavelet Neural Networks on...

The Application of Wavelet Neural Networks on Rainfall Forecast

Abstract:

We proposed the improved wavelet neural network and applied it to forecast rainfall. Activation function was selected automatically from three wavelet basis functions. The three given wavelet basis functions were Morlet, Mexican-Hat and Different Of Gauss(DOG) wavelet basis functions respectively. We demonstrat its effectiveness by forecasts rainfall of some cities in China. The results show that the improved wavelet networks method is better than BP neural network method in rainfall forecast.

You might also be interested in these eBooks

View Preview

Info:

Periodical:

Applied Mechanics and Materials (Volumes 263-266)

Pages:

3370-3373

DOI:

https://doi.org/10.4028/www.scientific.net/AMM.263-266.3370

Citation:

Cite this paper

Online since:

December 2012

Authors:

Wei Wei Xiao, Wei Jun Luan

Keywords:

Rainfall Forecast, Wavelet Basis Functions, Wavelet Neural Network (WNN)

Export:

RIS, BibTeX

Price:

Permissions CCC:

Request Permissions

Permissions PLS:

Request Permissions

Сopyright:

Citation:

References

[1] Q. Zhang, A. Benveniste, Wavelet networks, IEEE Transations on Neural Networks, vol. 3, pp.889-898, 1992.

Google Scholar

[2] Weiwei Xiao, Haiyan Liu, Using Wavelet Networks in Image Compression, Conference proceedings of the 7th International Conference on Natural Computation, 719-723，2011.

Google Scholar

[3] F. Shi, X. Wang, L. Yu and Y. Li, Matlab Neural Network Analysis of Thirty Cases, Beijing, China: Beijing University of Aeronautics and Astronautics Press, pp.208-217, 2010.

Google Scholar