Channel equalization using quasi type-2 fuzzy strategies

被引:2
|
作者
Melgarejo, Miguel A. [1 ]
Albarracin, Luis F. [1 ]
机构
[1] Univ Dist FJC, Lab Automat & Computat Intelligence LAMIC, Bogota, Colombia
关键词
Type-2 fuzzy systems; type-2 fuzzy sets; TSK fuzzy systems; clustering; channel equalization; communication systems; LOGIC SYSTEMS; SETS;
D O I
10.3233/IFS-120700
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a proposal for channel equalization of non-linear time varying communication channels that uses strategies based on quasi type-2 fuzzy sets. Both triangular and trapezoidal quasi type-2 fuzzy equalizers are designed by means of an incremental design approach. A comparative experimental study among several fuzzy equalization architectures is carried out, showing that the equalizer based on trapezoidal quasi type-2 fuzzy sets exhibits the best performance for low and medium levels of uncertainty. The results of this work also suggest that high order fuzzy sets make the equalization process more robust to the variability of the communications channel.
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页码:989 / 999
页数:11
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