Title :
A Three-Domain Fuzzy Wavelet System for Simultaneous Processing of Time-Frequency Information and Fuzziness
Author :
Zhi Liu ; Chen, C.L.P. ; Yun Zhang ; Han-Xiong Li ; Yaonan Wang
Author_Institution :
Dept. of Autom., Guangdong Univ. of Technol., Guangzhou, China
Abstract :
Traditional wavelet system is a two-domain (time and frequency domains) wavelet system (2DWS), which works only in time and frequency domains. The 2DWS is not able to treat time-frequency information and fuzziness simultaneously. For this reason, a three-domain (fuzzy, time, and frequency domains) fuzzy wavelet system (3DFWS) is proposed, where the three-domain mechanism provides a solution to handle fuzzy uncertainties and time-frequency information together. The major advantage of 3DFWS is able to use the prior knowledge via the novel fuzzy domain to analyze uncertain data and signals, which will enhance the potentials of 2DWS. Experimental and simulation studies show that the performance of the proposed 3DFWS is superior to the traditional one for simultaneous processing of time-frequency and fuzziness.
Keywords :
fuzzy set theory; image denoising; time-frequency analysis; uncertainty handling; wavelet transforms; 3DFWS; frequency domain; fuzziness; fuzzy domain; fuzzy uncertainty handling; simultaneous processing; three-domain fuzzy wavelet system; time domain; time-frequency information; uncertain data; uncertain signals; Neural networks; Three dimensional displays; Time frequency analysis; Uncertainty; Wavelet domain; Wavelet transforms; Fuzzy system; fuzzy wavelet network (FWN); three-domain fuzzy wavelet system (3DFWS); uncertainty modeling;
Journal_Title :
Fuzzy Systems, IEEE Transactions on
DOI :
10.1109/TFUZZ.2012.2204265