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Turkish Journal of Electrical Engineering & Computer Sciences

Neuro-fuzzy soft-switching hybrid filter for impulsive noisy environments

Şaban ÖZER, Hasan ZORLU

Department of Electrical-Electronic Engineering, Erciyes University, Kayseri-TURKEY
e-mail: hzorlu@erciyes.edu.tr

Abstract: In this study, a new soft-switching hybrid filter based on a neuro-fuzzy network for impulsive noisy environments is proposed. The hybrid filter was built by combining an adaptive finite impulse response (FIR) filter, an adaptive weighted myriad (WMy) filter, and a soft-switching mechanism based on a neuro-fuzzy (NF) network. Performance of the hybrid filter was tested in a-stable noisy situations and compared with adaptive FIR, WMy, and weighted median (WMd) filter performances. According to the simulation results; the proposed hybrid filter has better performance than the adaptive FIR, WMy, and WMd filters, and has the ability of effectively suppressing the impulsive noisy environments.

Key Words: a-stable noise, nonlinear filtering, myriad filter, hybrid filter


Turk. J. Elec. Eng. & Comp. Sci., 19, (2011), 73-85.
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Other articles published in the same issue: Turk. J. Elec. Eng. & Comp. Sci.,vol.19,iss.1.