Результаты исследований: Научные публикации в периодических изданиях › статья › Рецензирование
Systems of Neutral Type Equations and a Model of Hopfield Neural Network. / Skvortsova, M. A.
в: Siberian Advances in Mathematics, Том 35, № 4, 22.12.2025, стр. 324-342.Результаты исследований: Научные публикации в периодических изданиях › статья › Рецензирование
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TY - JOUR
T1 - Systems of Neutral Type Equations and a Model of Hopfield Neural Network
AU - Skvortsova, M. A.
N1 - Skvortsova, M.A. Systems of Neutral Type Equations and a Model of Hopfield Neural Network. Sib. Adv. Math. 35, 324–342 (2025). https://doi.org/10.1134/S1055134425040042 The work was supported by the Russian Science Foundation (project no. 24-21-00367).
PY - 2025/12/22
Y1 - 2025/12/22
N2 - In the present article, we consider a model of Hopfield neural network described by a system of neutral type differential equations with several delays. We use the method of Lyapunov–Krasovskiĭ functionals and find conditions on parameters of this model that guarantee exponential stability of the stationary solution to the system. Under these conditions, we obtain estimates characterizing stabilization rate of solutions at the infinity.
AB - In the present article, we consider a model of Hopfield neural network described by a system of neutral type differential equations with several delays. We use the method of Lyapunov–Krasovskiĭ functionals and find conditions on parameters of this model that guarantee exponential stability of the stationary solution to the system. Under these conditions, we obtain estimates characterizing stabilization rate of solutions at the infinity.
KW - neutral type differential equations
KW - model of Hopfield neural network
KW - Lyapunov–Krasovskii functional
KW - estimates of solutions
KW - exponential stability
UR - https://www.scopus.com/pages/publications/105025406448
M3 - Article
VL - 35
SP - 324
EP - 342
JO - Siberian Advances in Mathematics
JF - Siberian Advances in Mathematics
SN - 1055-1344
IS - 4
ER -
ID: 73778031