Estimates of Solution Convergence Dynamical Processes in Neuronet with Time Delay
D Khusainov, J Diblik, A Shatyrko… - 2019 IEEE International …, 2019 - ieeexplore.ieee.org
This article is devoted to dynamic processes in the field of artificial intelligence, namely in
the tasks of neurodynamics. The problems of stability of transient processes in neural …
the tasks of neurodynamics. The problems of stability of transient processes in neural …
[PDF][PDF] Construction and Optimization of Stability Conditions of Learning Processes in Mathematical Models of Neurodynamics.
A Shatyrko, D Khusainov, O Bychkov, J Diblík… - IT&I Workshops, 2022 - ceur-ws.org
This article is devoted to dynamic processes in the field of artificial intelligence, namely in
the tasks of neurodynamics: the field of knowledge in which neural networks are considered …
the tasks of neurodynamics: the field of knowledge in which neural networks are considered …
Investigating dynamics of one weakly nonlinear system with delay argument
DY Khusainov, J Diblik, J Bashtinec… - Journal of Automation …, 2018 - dl.begellhouse.com
ABSTRACT A mathematical model of neural network dynamics represented by a system of
differential equations with time-delay argument and an asymptotically stable linear part is …
differential equations with time-delay argument and an asymptotically stable linear part is …
Stability of Cohen–Grossberg Neural Networks with Time-Dependent Delays
IV Boykov, VA Roudnev, AI Boykova - Technical Physics, 2023 - Springer
The work is devoted to the analysis of Lyapunov stability of Cohen–Grossberg neural
networks with time-dependent delays. For this, the stability of steady solutions of systems of …
networks with time-dependent delays. For this, the stability of steady solutions of systems of …
Global exponential stability and global convergence in finite time of delayed neural networks with infinite gain
This paper introduces a general class of neural networks with arbitrary constant delays in
the neuron interconnections, and neuron activations belonging to the set of discontinuous …
the neuron interconnections, and neuron activations belonging to the set of discontinuous …
On Optimization Techniques for the Construction of an Exponential Estimate for Delayed Recurrent Neural Networks
V Martsenyuk, S Rajba, M Karpinski - Symmetry, 2020 - mdpi.com
This work is devoted to the modeling and investigation of the architecture design for the
delayed recurrent neural network, based on the delayed differential equations. The usage of …
delayed recurrent neural network, based on the delayed differential equations. The usage of …
[引用][C] On the absolute stability of a class of neural networks with feedback
EE Dudnikov, MV Rybashov - Avtomatika i Telemekhanika, 1999 - mathnet.ru
EE Dudnikov, MV Rybashov, “On the absolute stability of a class of neural networks with
feedback”, Avtomat. i Telemekh., 1999, no. 12, 33–40; Autom. Remote Control, 60:12 (1999) …
feedback”, Avtomat. i Telemekh., 1999, no. 12, 33–40; Autom. Remote Control, 60:12 (1999) …
[PDF][PDF] Hierarchical Lyapunov functions for stability analysis of discrete-time systems with applications to the neural networks
TA Lukyanova, AA Martynyuk - Nonlinear Dynamics and System …, 2004 - academia.edu
In the paper the application of hierarchical Lyapunov functions is proposed for qualitative
analysis of solutions of discrete-time system. General results of analysis of quasi-linear …
analysis of solutions of discrete-time system. General results of analysis of quasi-linear …
[PDF][PDF] Stability of neural ordinary differential equations with power nonlinearities
VY Belozyorov, DV Dantsev - Journal of Optimization, Differential …, 2020 - model-dnu.dp.ua
The article presents a study of solutions of ODEs system with a special nonlinear part, which
is a continuous analogue of an arbitrary recurrent neural network (neural ODEs). As a …
is a continuous analogue of an arbitrary recurrent neural network (neural ODEs). As a …
[PDF][PDF] On the Asymptotic Behavior of Solutions of Neurodynamical Systems
I Daňo, A Grinčová, D Kravecová - uni-obuda.hu
In the present paper we investigate the dynamic properties of a specific class of nonlinear
delay-differential equations by studying the asymptotic behavior of their solutions by means …
delay-differential equations by studying the asymptotic behavior of their solutions by means …