Robust and sparsity-aware adaptive filters: A review

K Kumar, R Pandey, MLNS Karthik, SS Bhattacharjee… - Signal Processing, 2021 - Elsevier
An exhaustive review of adaptive signal processing schemes which are robust, sparsity-
aware and robust as well as sparsity-aware has been carried out in this paper. Conventional …

Adaptive filtering: issues, challenges, and best-fit solutions using particle swarm optimization variants

A Khan, I Shafi, SG Khawaja, I de la Torre Díez… - Sensors, 2023 - mdpi.com
Adaptive equalization is crucial in mitigating distortions and compensating for frequency
response variations in communication systems. It aims to enhance signal quality by …

Variable step-size widely linear complex-valued affine projection algorithm and performance analysis

L Shi, H Zhao, Y Zakharov, B Chen… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
In this paper, a variable step-size widely linear complex-valued affine projection algorithm
(VSS-WLCAPA) is proposed for processing noncircular signals. The variable step-size …

Noise-free maximum correntropy criterion algorithm in non-Gaussian environment

W Shi, Y Li, Y Wang - … Transactions on Circuits and Systems II …, 2019 - ieeexplore.ieee.org
In this brief, a noise-free maximum correntropy criterion (NFMCC) algorithm is proposed for
system identification in non-Gaussian environments. The proposed algorithm utilizes …

Affine-projection-like M-estimate adaptive filter for robust filtering in impulse noise

P Song, H Zhao - IEEE Transactions on Circuits and Systems II …, 2019 - ieeexplore.ieee.org
In this brief, an affine-projection-like M-estimate (APLM) algorithm is proposed for robust
adaptive filtering. To eliminate the adverse effects of impulsive noise in case of the impulse …

An improved variable kernel width for maximum correntropy criterion algorithm

L Shi, H Zhao, Y Zakharov - … on Circuits and Systems II: Express …, 2018 - ieeexplore.ieee.org
The maximum correntropy criterion (MCC) algorithm has attracted much attention due to its
capability of combating impulsive noise. However, its performance depends on choice of the …

Efficient DOA estimation method using bias-compensated adaptive filtering

C Liu, H Zhao - IEEE Transactions on Vehicular Technology, 2020 - ieeexplore.ieee.org
We consider the DOA estimation problem by using adaptive nulling antenna technology and
bias-compensated adaptive filtering framework. The adaptive nulling antenna array consists …

Affine projection mixed-norm algorithms for robust filtering

G Li, G Wang, Y Dai, Q Sun, X Yang, H Zhang - Signal Processing, 2021 - Elsevier
In this paper, a novel adaptive filtering algorithm combining both affine projection (AP)
method and robust mixed-norm algorithm (RMNA) is proposed, which is called APRMNA …

Generalized maximum correntropy algorithm with affine projection for robust filtering under impulsive-noise environments

J Zhao, H Zhang, JA Zhang - Signal processing, 2020 - Elsevier
Combining affine projection (AP) with the generalized maximum correntropy (GMC) criterion,
we propose a new family of AP-type filtering algorithms, called as APGMC, for system …

Shrinkage linear and widely linear complex-valued least mean squares algorithms for adaptive beamforming

YM Shi, L Huang, C Qian, HC So - IEEE transactions on signal …, 2014 - ieeexplore.ieee.org
In this paper, shrinkage linear complex-valued least mean squares (SL-CLMS) and
shrinkage widely linear complex-valued least mean squares (SWL-CLMS) algorithms are …