[HTML][HTML] Clustering based multiple state–space projections

MP Kotas, A Dyrek, M Piela, JM Leski - Signal Processing, 2021 - Elsevier
Abstract The method of Nonlinear State–Space Projections (NSSP) is very effective in
suppression of white Gaussian noise; however, in colored noise environment its operation is …

On clustering based nonlinear projective filtering of biomedical signals

T Przybyła, M Kotas, J Łęski - Biomedical signal processing and control, 2018 - Elsevier
We propose to modify the method of nonlinear state-space projections (NSSP) by
application of the technique of k-means clustering. NSSP performs reconstruction of the …

Nonlinear projective filtering of ECG signals

M Kotas - Biomedical engineering, InTech, Rijeka, Croatia, 2009 - books.google.com
Since the beginnings of the noninvasive electrocardiology, development of the methods for
reconstruction of the electrocardiogram (ECG) embedded in noise has stimulated the …

Robust projective filtering of time-warped ECG beats

M Kotas - computer methods and programs in biomedicine, 2008 - Elsevier
In this paper a new version, more immune to noise, of the nonlinear projective filtering is
presented. The method employs an algorithm of robust principal component analysis to …

Multichannel electrocardiogram decomposition using periodic component analysis

R Sameni, C Jutten… - IEEE transactions on …, 2008 - ieeexplore.ieee.org
In this letter, we propose the application of the generalized eigenvalue decomposition for the
decomposition of multichannel electrocardiogram (ECG) recordings. The proposed method …

A recursive recomputation approach for smoothing in nonlinear state–space modeling: an attempt for reducing space complexity

K Nakamura, T Tsuchiya - IEEE transactions on signal …, 2007 - ieeexplore.ieee.org
In this paper, we develop a new generic implementation scheme for numerical smoothing in
nonlinear and Bayesian state-space modeling. Our new generic implementation scheme …

Projective filtering of time warped ECG beats

M Kotas - Computers in biology and medicine, 2008 - Elsevier
The paper proposes a modification of the nonlinear state-space projections (NSSP) method.
Our approach, when applied to ECG signal processing, considerably improves the method's …

Windowed state-space filters for signal detection and separation

RA Wildhaber, N Zalmai, M Jacomet… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
This paper introduces a toolbox for model-based detection, separation, and reconstruction of
signals that is especially suited for biomedical signals, such as electrocardiograms (ECGs) …

Projective filtering of time-aligned ECG beats

M Kotas - IEEE transactions on biomedical engineering, 2004 - ieeexplore.ieee.org
A method of electrocardiographic (ECG) signal processing developed by introduction of time
synchronization into the method of nonlinear state-space projections is presented. It can be …

[PDF][PDF] Impulsive noise suppression of electrocardiogram signals with mediated morphological filters

M Khosravi, MH Sedaaghi - 11th Iranian conference on biomedical …, 2004 - sid.ir
This paper introduces a new and more appropriate ECG signal preprocessing using
mediated morphological filters. These filters are based on a particular combination of …