Observer-based dynamical pattern recognition via deterministic learning

J Hu, W Wu, F Zhang, T Chen, C Wang - Neural Networks, 2023 - Elsevier
In this paper, based on the sampled-data observer and the deterministic learning theory, a
rapid dynamical pattern recognition approach is proposed for univariate time series …

Identification method for a class of periodic discrete-time dynamic nonlinear systems based on Sinusoidal ESN

X Yao, Z Wang, H Zhang - Neurocomputing, 2018 - Elsevier
In this paper, an improved identification method based on sinusoidal echo state network
(SESN) is proposed to identify a class of periodic discrete-time dynamic nonlinear systems …

Observer design for sampled-data systems via deterministic learning

J Hu, W Wu, B Ji, C Wang - IEEE Transactions on Neural …, 2021 - ieeexplore.ieee.org
A unified approach is proposed to design sampled-data observers for a certain type of
unknown nonlinear systems undergoing recurrent motions based on deterministic learning …

Development and analysis of neural networks realized in the presence of granular data

X Zhu, W Pedrycz, Z Li - IEEE Transactions on Neural …, 2019 - ieeexplore.ieee.org
In this article, we propose a design and evaluation framework of granular neural networks
realized in the presence of information granules. Neural networks realized in this manner …

Fuzzy counter propagation neural network control for a class of nonlinear dynamical systems

V Sakhre, S Jain, VS Sapkal… - Computational …, 2015 - Wiley Online Library
Fuzzy Counter Propagation Neural Network (FCPN) controller design is developed, for a
class of nonlinear dynamical systems. In this process, the weight connecting between the …

[PDF][PDF] Neuro-network Modelling and Control of Flexibly Mounted Cylindrical Riser

H HAN - 2015 - eprints.utm.my
Rapid development and exploration in deepwater field increase the use of the marine riser.
Vortex Induced Vibration (VIV) is a phenomenon where fluid flow cross flow bluff structure …

[PDF][PDF] Research Article Fuzzy Counter Propagation Neural Network Control for a Class of Nonlinear Dynamical Systems

V Sakhre, S Jain, VS Sapkal, DP Agarwal - 2015 - academia.edu
Fuzzy Counter Propagation Neural Network (FCPN) controller design is developed, for a
class of nonlinear dynamical systems. In this process, the weight connecting between the …