Stability analysis of quaternion-valued neural networks: decomposition and direct approaches

Y Liu, D Zhang, J Lou, J Lu… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
In this paper, we investigate the global stability of quaternion-valued neural networks
(QVNNs) with time-varying delays. On one hand, in order to avoid the noncommutativity of …

Global μ-stability criteria for quaternion-valued neural networks with unbounded time-varying delays

Y Liu, D Zhang, J Lu, J Cao - Information Sciences, 2016 - Elsevier
In this paper, we first propose quaternion-valued neural networks (QVNNs) with unbounded
time-varying delays. Some sufficient conditions on the global μ-stability in the form of both …

Color image analysis by quaternion-type moments

B Chen, H Shu, G Coatrieux, G Chen, X Sun… - Journal of mathematical …, 2015 - Springer
In this paper, by using the quaternion algebra, the conventional complex-type moments
(CTMs) for gray-scale images are generalized to color images as quaternion-type moments …

Quaternion-valued nonlinear adaptive filtering

BC Ujang, CC Took, DP Mandic - IEEE Transactions on Neural …, 2011 - ieeexplore.ieee.org
A class of nonlinear quaternion-valued adaptive filtering algorithms is proposed based on
locally analytic nonlinear activation functions. To circumvent the stringent standard …

Quaternions in Signal and Image Processing: A comprehensive and objective overview

S Miron, J Flamant, N Le Bihan… - IEEE Signal …, 2023 - ieeexplore.ieee.org
Quaternions are still largely misunderstood and often considered an “exotic” signal
representation without much practical utility despite the fact that they have been around the …

Global μ− stability of quaternion-valued neural networks with non-differentiable time-varying delays

H Shu, Q Song, Y Liu, Z Zhao, FE Alsaadi - Neurocomputing, 2017 - Elsevier
In the paper, the quaternion-valued neural networks (QVNNs) with non-differentiable time-
varying delays are considered. Firstly, by using the method of plural decomposition, we …

Optimization and estimation of complex-valued signals: Theory and applications in filtering and blind source separation

T Adali, PJ Schreier - IEEE Signal Processing Magazine, 2014 - ieeexplore.ieee.org
Complex-valued signals occur in many areas of science and engineering and are thus of
fundamental interest. When developing signal processing methods in the complex domain …

Maximum correntropy quaternion Kalman filter

D Lin, Q Zhang, X Chen, S Wang - IEEE Transactions on Signal …, 2023 - ieeexplore.ieee.org
To solve the estimation problem in three-dimensional space, the quaternion Kalman filter
(QKF) is developed for quaternion-valued signals using the well-known minimum mean …

Quasi-projective synchronization of non-identical time-varying delayed quaternion-valued neural networks with interaction terms: Direct method

S Baluni, VK Yadav, S Das - Engineering Applications of Artificial …, 2024 - Elsevier
This article investigates the quasi-projective synchronization (QPS) of non-identical
quaternion-valued neural networks (QVNNs) with time-varying delays and interaction terms …

Widely linear quaternion-valued least-mean kurtosis algorithm

EC Mengüç, N Acır, DP Mandic - IEEE Transactions on Signal …, 2020 - ieeexplore.ieee.org
A widely linear quaternion-valued least-mean kurtosis (WL-QLMK) algorithm is introduced
for adaptive filtering of quaternion-valued circular and noncircular signals. In the design …