Multiple bifurcations and periodic coexistence in a delayed Hopfield two-neural system with a monotonic activation function
Abstract In this paper, we consider a delayed Hopfield two-neural system with a monotonic activation function and find the periodic coexistence by bifurcation analysis. Firstly, we obtain the pitchfork bifurcation of the trivial equilibrium employing the central manifold and normal form methods. The...
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Online Access: | http://link.springer.com/article/10.1186/s13662-019-2066-8 |
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doaj-f7968b3fc4e94f349a13d2b0c5fd24a42020-11-25T03:02:46ZengSpringerOpenAdvances in Difference Equations1687-18472019-05-012019111810.1186/s13662-019-2066-8Multiple bifurcations and periodic coexistence in a delayed Hopfield two-neural system with a monotonic activation functionZigen Song0Weiguo Qian1Bin Zhen2Xianghong Kong3College of Information Technology, Shanghai Ocean UniversityCollege of Marine Science, Shanghai Ocean UniversitySchool of Environment and Architecture, University of Shanghai for Science and TechnologyCollege of Information Technology, Shanghai Ocean UniversityAbstract In this paper, we consider a delayed Hopfield two-neural system with a monotonic activation function and find the periodic coexistence by bifurcation analysis. Firstly, we obtain the pitchfork bifurcation of the trivial equilibrium employing the central manifold and normal form methods. The neural system exhibits two pitchfork bifurcations near the trivial equilibrium. Then, analyzing the characteristic equation of the nontrivial equilibrium, we illustrate the saddle-node bifurcation of the nontrivial equilibria. The system exhibits the multi-coexistences of the stable and unstable equilibria. Further, we illustrate the plane regions of parameters having different numbers of equilibria. To obtain a time delay in neural system dynamics, we present the stability analysis and find the periodic orbit. The system exhibits stability switching by the Hopf bifurcation curves. Finally, the dynamic behaviors near the Hopf–Hopf bifurcation point are presented. The system exhibits coexistence of multiple periodic orbits with different frequencies.http://link.springer.com/article/10.1186/s13662-019-2066-8Hopfield neural systemMultiple delaysCoexistenceMultiple bifurcationsMonotonic activation function |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Zigen Song Weiguo Qian Bin Zhen Xianghong Kong |
spellingShingle |
Zigen Song Weiguo Qian Bin Zhen Xianghong Kong Multiple bifurcations and periodic coexistence in a delayed Hopfield two-neural system with a monotonic activation function Advances in Difference Equations Hopfield neural system Multiple delays Coexistence Multiple bifurcations Monotonic activation function |
author_facet |
Zigen Song Weiguo Qian Bin Zhen Xianghong Kong |
author_sort |
Zigen Song |
title |
Multiple bifurcations and periodic coexistence in a delayed Hopfield two-neural system with a monotonic activation function |
title_short |
Multiple bifurcations and periodic coexistence in a delayed Hopfield two-neural system with a monotonic activation function |
title_full |
Multiple bifurcations and periodic coexistence in a delayed Hopfield two-neural system with a monotonic activation function |
title_fullStr |
Multiple bifurcations and periodic coexistence in a delayed Hopfield two-neural system with a monotonic activation function |
title_full_unstemmed |
Multiple bifurcations and periodic coexistence in a delayed Hopfield two-neural system with a monotonic activation function |
title_sort |
multiple bifurcations and periodic coexistence in a delayed hopfield two-neural system with a monotonic activation function |
publisher |
SpringerOpen |
series |
Advances in Difference Equations |
issn |
1687-1847 |
publishDate |
2019-05-01 |
description |
Abstract In this paper, we consider a delayed Hopfield two-neural system with a monotonic activation function and find the periodic coexistence by bifurcation analysis. Firstly, we obtain the pitchfork bifurcation of the trivial equilibrium employing the central manifold and normal form methods. The neural system exhibits two pitchfork bifurcations near the trivial equilibrium. Then, analyzing the characteristic equation of the nontrivial equilibrium, we illustrate the saddle-node bifurcation of the nontrivial equilibria. The system exhibits the multi-coexistences of the stable and unstable equilibria. Further, we illustrate the plane regions of parameters having different numbers of equilibria. To obtain a time delay in neural system dynamics, we present the stability analysis and find the periodic orbit. The system exhibits stability switching by the Hopf bifurcation curves. Finally, the dynamic behaviors near the Hopf–Hopf bifurcation point are presented. The system exhibits coexistence of multiple periodic orbits with different frequencies. |
topic |
Hopfield neural system Multiple delays Coexistence Multiple bifurcations Monotonic activation function |
url |
http://link.springer.com/article/10.1186/s13662-019-2066-8 |
work_keys_str_mv |
AT zigensong multiplebifurcationsandperiodiccoexistenceinadelayedhopfieldtwoneuralsystemwithamonotonicactivationfunction AT weiguoqian multiplebifurcationsandperiodiccoexistenceinadelayedhopfieldtwoneuralsystemwithamonotonicactivationfunction AT binzhen multiplebifurcationsandperiodiccoexistenceinadelayedhopfieldtwoneuralsystemwithamonotonicactivationfunction AT xianghongkong multiplebifurcationsandperiodiccoexistenceinadelayedhopfieldtwoneuralsystemwithamonotonicactivationfunction |
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1724688591054962688 |