JOURNAL ARTICLE

Recursive Chebyshev Functional Link Adaptive Filter for Sparse Nonlinear System Identification with impulsive noise interference

Anusua Dasno-firstname Vasundhara

Year: 2022 Journal:   2022 3rd International Conference for Emerging Technology (INCET)

Abstract

A Chebyshev polynomial expansion based functional link adaptive filter is introduced for the identification of nonlinear sparse system with the interference of impulsive noise environment in this manuscript. Most of the functional link adaptive filters used to identify the unknown nonlinear systems have high computational load, slow convergence speed and also poor robustness to the impulsive noise. Hence to minimize the computational load and increase the robustness against impulsive noise in nonlinear systems, recursive Chebyshev functional link adaptive filter (R-CFLAF) has been proposed. Simulation results show fast rate of convergence and enhanced the steady state performance of R-CFLAFs in the event of impulsive noise contamination for nonlinear systems.

Keywords:
Robustness (evolution) Chebyshev filter Control theory (sociology) Adaptive filter Nonlinear system Noise (video) Computer science Nonlinear filter Chebyshev polynomials Approximation theory Kernel adaptive filter Filter (signal processing) Mathematics Algorithm Filter design Artificial intelligence Physics

Metrics

4
Cited By
0.92
FWCI (Field Weighted Citation Impact)
23
Refs
0.81
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Advanced Adaptive Filtering Techniques
Physical Sciences →  Engineering →  Computational Mechanics
Blind Source Separation Techniques
Physical Sciences →  Computer Science →  Signal Processing
Control Systems and Identification
Physical Sciences →  Engineering →  Control and Systems Engineering

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