DocumentCode :
1957330
Title :
Decision feedback equalizer for nonlinear time-varying channels using type-2 fuzzy adaptive filters
Author :
Liang, Qilian ; Mendel, Jerry M.
Author_Institution :
Dept. of Electr. Eng. Syst., Univ. of Southern California, Los Angeles, CA, USA
Volume :
2
fYear :
2000
fDate :
2000
Firstpage :
883
Abstract :
Presents a decision feedback equalizer (DFE) that uses type-2 fuzzy adaptive filters (FAFs). These FAFs are realized using an unnormalized type-2 TSK fuzzy logic system. We apply our DFE to a nonlinear time-varying channel, and demonstrate that it can implement the Bayesian equalizer for such a channel, has a simple structure, and provides fast inference. A clustering method is used to adaptively design the parameters of the FAF. Our DFE vastly reduces computational complexity as compared to a transversal equalizer. Simulation results show that our type-2 FAF-based DFE performs much better than nearest neighbor classifiers or a DFE based on type-1 FAFs
Keywords :
adaptive filters; decision trees; equalisers; feedback; fuzzy logic; fuzzy set theory; telecommunication channels; Bayesian equalizer; clustering method; decision feedback equalizer; nearest neighbor classifiers; nonlinear time-varying channel; nonlinear time-varying channels; transversal equalizer; type-2 fuzzy adaptive filters; unnormalized type-2 TSK fuzzy logic system; Adaptive filters; Bayesian methods; Bit error rate; Decision feedback equalizers; Financial advantage program; Fuzzy logic; Fuzzy sets; Fuzzy systems; Marine vehicles; Tellurium;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Fuzzy Systems, 2000. FUZZ IEEE 2000. The Ninth IEEE International Conference on
Conference_Location :
San Antonio, TX
ISSN :
1098-7584
Print_ISBN :
0-7803-5877-5
Type :
conf
DOI :
10.1109/FUZZY.2000.839148
Filename :
839148
Link To Document :
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