首页> 外文会议>Fuzzy Systems, 2000. FUZZ IEEE 2000. The Ninth IEEE International Conference on >Decision feedback equalizer for nonlinear time-varying channels using type-2 fuzzy adaptive filters
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Decision feedback equalizer for nonlinear time-varying channels using type-2 fuzzy adaptive filters

机译:非线性时变信道的2型模糊自适应滤波器决策反馈均衡器

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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.
机译:提出使用类型2模糊自适应滤波器(FAF)的决策反馈均衡器(DFE)。这些FAF是使用非规范的Type-2 TSK模糊逻辑系统实现的。我们将DFE应用于非线性时变信道,并证明它可以为这种信道实现贝叶斯均衡器,具有简单的结构并提供快速的推断。使用聚类方法来自适应地设计FAF的参数。与横向均衡器相比,我们的DFE大大降低了计算复杂度。仿真结果表明,基于2型FAF的DFE的性能要比最近邻分类器或基于1型FAF的DFE更好。

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