DocumentCode
1603813
Title
The research of fuzzy modeling using multiresolution analysis
Author
Zhang, Bin ; Wang, Linxiang ; Wang, Jingcheng
Author_Institution
Dept. of Autom., Shanghai Jiao Tong Univ., China
Volume
1
fYear
2003
Firstpage
378
Abstract
A method is developed to combine multiresolution analysis with fuzzy system to build dynamic system model. The proposed method consists of two parts, the construction and application of model. To construct the model, the signals are decomposed respectively to form data pairs on different scale and, the data pairs are used to construct the model on different scale whose output will be reconstructed to approximate the original signal. When this method is put into use, a certain length of past signal and current signal are used to predict the model output and, at next time instance, the past signal is push forward. This is a repeated procedure. The simulation shows the method is effective.
Keywords
fuzzy set theory; fuzzy systems; identification; modelling; optimisation; time series; wavelet transforms; current signal; dynamic system model; fuzzy system; identification; input-output data pair sets; model output; multiresolution analysis; optimization; past signal; rolling decomposition; rolling reconstruction; time series; wavelets; Automation; Electrical equipment industry; Fuzzy systems; Image reconstruction; Image sampling; Multiresolution analysis; Sampling methods; Signal analysis; Signal resolution; Signal sampling;
fLanguage
English
Publisher
ieee
Conference_Titel
Fuzzy Systems, 2003. FUZZ '03. The 12th IEEE International Conference on
Print_ISBN
0-7803-7810-5
Type
conf
DOI
10.1109/FUZZ.2003.1209393
Filename
1209393
Link To Document