Skip to main content
Top
Published in: Cognitive Neurodynamics 3/2020

06-03-2020 | Research Article

Multiple bifurcations and coexistence in an inertial two-neuron system with multiple delays

Authors: Zigen Song, Bin Zhen, Dongpo Hu

Published in: Cognitive Neurodynamics | Issue 3/2020

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

In this paper, we construct an inertial two-neuron system with multiple delays, which is described by three first-order delayed differential equations. The neural system presents dynamical coexistence with equilibria, periodic orbits, and even quasi-periodic behavior by employing multiple types of bifurcations. To this end, the pitchfork bifurcation of trivial equilibrium is analyzed firstly by using center manifold reduction and normal form method. The system presents different sequences of supercritical and subcritical pitchfork bifurcations. Further, the nontrivial equilibrium bifurcated from trivial equilibrium presents a secondary pitchfork bifurcation. The system exhibits stable coexistence of multiple equilibria. Using the pitchfork bifurcation curves, we divide the parameter plane into different regions, corresponding to different number of equilibria. To obtain the effect of time delays on system dynamical behaviors, we analyze equilibrium stability employing characteristic equation of the system. By the Hopf bifurcation, the system illustrates a periodic orbit near the trivial equilibrium. We give the stability regions in the delayed plane to illustrate stability switching. The neural system is illustrated to have Hopf–Hopf bifurcation points. The coexistence with two periodic orbits is presented near these bifurcation points. Finally, we present some mixed dynamical coexistence. The system has a stable coexistence with periodic orbit and equilibrium near the pitchfork–Hopf bifurcation point. Moreover, multiple frequencies of the system induce the presentation of quasi-periodic behavior. The system presents stable coexistence with two periodic orbits and one quasi-periodic behavior.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
go back to reference Angelaki DE, Correia MJ (1991) Models of membrane resonance in pigeon semicircular canal type II hair cells. Biol Cybern 65:1–10CrossRef Angelaki DE, Correia MJ (1991) Models of membrane resonance in pigeon semicircular canal type II hair cells. Biol Cybern 65:1–10CrossRef
go back to reference Badcock KL, Westervelt RM (1987) Dynamics of simple electronic neural networks. Phys D 28:305–316CrossRef Badcock KL, Westervelt RM (1987) Dynamics of simple electronic neural networks. Phys D 28:305–316CrossRef
go back to reference Dong T, Liao XF, Huang TW, Li HQ (2012) Hopf–pitchfork bifurcation in an inertial two-neuron system with time delay. Neurocomputing 97:223–232CrossRef Dong T, Liao XF, Huang TW, Li HQ (2012) Hopf–pitchfork bifurcation in an inertial two-neuron system with time delay. Neurocomputing 97:223–232CrossRef
go back to reference Ge JH, Xu J (2013) Stability switches and fold-Hopf bifurcations in an inertial four-neuron network model with coupling delay. Neurocomputing 110:70–79CrossRef Ge JH, Xu J (2013) Stability switches and fold-Hopf bifurcations in an inertial four-neuron network model with coupling delay. Neurocomputing 110:70–79CrossRef
go back to reference Ge JH, Xu J (2015) Double Hopf bifurcation in a four-neuron delayed system with inertial terms. Nonlinear Dyn 82:1969–1978CrossRef Ge JH, Xu J (2015) Double Hopf bifurcation in a four-neuron delayed system with inertial terms. Nonlinear Dyn 82:1969–1978CrossRef
go back to reference Ge JH, Xu J (2018) Stability and Hopf bifurcation on four-neuron neural networks with inertia and multiple delays. Neurocomputing 287:34–44CrossRef Ge JH, Xu J (2018) Stability and Hopf bifurcation on four-neuron neural networks with inertia and multiple delays. Neurocomputing 287:34–44CrossRef
go back to reference Gu H, Zhao Z (2015) Dynamics of time delay-induced multiple synchronous behaviors in inhibitory coupled neurons. PLoS One 10:e0138593CrossRef Gu H, Zhao Z (2015) Dynamics of time delay-induced multiple synchronous behaviors in inhibitory coupled neurons. PLoS One 10:e0138593CrossRef
go back to reference Guan L, Jia B, Gu H (2019) A novel threshold across which the negative stimulation evokes action potential near a saddle-node bifurcation in a neuronal model with I-h current. Int J Bifurc Chaos 29:1950198CrossRef Guan L, Jia B, Gu H (2019) A novel threshold across which the negative stimulation evokes action potential near a saddle-node bifurcation in a neuronal model with I-h current. Int J Bifurc Chaos 29:1950198CrossRef
go back to reference He X, Li C, Shu Y (2012) Bogdanov–Takens bifurcation in a single inertial neuron model with delay. Neurocomputing 89:193–201CrossRef He X, Li C, Shu Y (2012) Bogdanov–Takens bifurcation in a single inertial neuron model with delay. Neurocomputing 89:193–201CrossRef
go back to reference Hopfield JJ (1984) Neurons with graded response have collective computational properties like those of two-state neurons. Proc Natl Acad USA 81:3088–3092CrossRef Hopfield JJ (1984) Neurons with graded response have collective computational properties like those of two-state neurons. Proc Natl Acad USA 81:3088–3092CrossRef
go back to reference Hu DP, Cao HJ (2016) Stability and Hopf bifurcation analysis in Hindmarsh–Rose neuron model with multiple time delays. Int J Bifurc Chaos 26:1650187CrossRef Hu DP, Cao HJ (2016) Stability and Hopf bifurcation analysis in Hindmarsh–Rose neuron model with multiple time delays. Int J Bifurc Chaos 26:1650187CrossRef
go back to reference Huang G, Cao J (2010) Delay-dependent multistability in recurrent neural networks. Neural Netw 23:201–209CrossRef Huang G, Cao J (2010) Delay-dependent multistability in recurrent neural networks. Neural Netw 23:201–209CrossRef
go back to reference Jia B, Gu HG, Xue L (2017) A basic bifurcation structure from bursting to spiking of injured nerve fibers in a two-dimensional parameter space. Cogn Neurodyn 11:189–200CrossRef Jia B, Gu HG, Xue L (2017) A basic bifurcation structure from bursting to spiking of injured nerve fibers in a two-dimensional parameter space. Cogn Neurodyn 11:189–200CrossRef
go back to reference Li CG, Chen GR, Liao XF, Yu JB (2004) Hopf bifurcation and chaos in a single inertial neuron model with time delays. Eur Phys J B 41:337–343CrossRef Li CG, Chen GR, Liao XF, Yu JB (2004) Hopf bifurcation and chaos in a single inertial neuron model with time delays. Eur Phys J B 41:337–343CrossRef
go back to reference Liu Q, Liao XF, Guo ST, Wu Y (2009a) Stability of bifurcating periodic solutions for a single delayed inertial neuron model under periodic excitation. Nonlinear Anal Real World Appl 10:2384–2395CrossRef Liu Q, Liao XF, Guo ST, Wu Y (2009a) Stability of bifurcating periodic solutions for a single delayed inertial neuron model under periodic excitation. Nonlinear Anal Real World Appl 10:2384–2395CrossRef
go back to reference Liu Q, Liao XF, Liu Y, Zhou S, Guo S (2009b) Dynamics of an inertial two-neuron system with time delay. Nonlinear Dyn 58:573–609CrossRef Liu Q, Liao XF, Liu Y, Zhou S, Guo S (2009b) Dynamics of an inertial two-neuron system with time delay. Nonlinear Dyn 58:573–609CrossRef
go back to reference Ma J, Yang ZQ, Yang LJ, Tang J (2019) A physical view of computational neurodynamics. J Zhejiang Univ Sci A (Appl Phys Eng) 20:639–659CrossRef Ma J, Yang ZQ, Yang LJ, Tang J (2019) A physical view of computational neurodynamics. J Zhejiang Univ Sci A (Appl Phys Eng) 20:639–659CrossRef
go back to reference Mani P, Rajan R, Shanmugam L, Joo YH (2019) Adaptive control for fractional order induced chaotic fuzzy cellular neural networks and its application to image encryption. Inform Sci 491:74–89CrossRef Mani P, Rajan R, Shanmugam L, Joo YH (2019) Adaptive control for fractional order induced chaotic fuzzy cellular neural networks and its application to image encryption. Inform Sci 491:74–89CrossRef
go back to reference Mauro A, Conti F, Dodge F, Schor R (1970) Subthreshold behavior and phenomenological impedance of the squid giant axon. J Gen Physiol 55:497–523CrossRef Mauro A, Conti F, Dodge F, Schor R (1970) Subthreshold behavior and phenomenological impedance of the squid giant axon. J Gen Physiol 55:497–523CrossRef
go back to reference Mondal A, Upadhyay RK, Ma J, Yadav BK, Sharma SK, Mondal A (2019) Bifurcation analysis and diverse firing activities of a modified excitable neuron model. Cogn Neurodyn 13:393–407CrossRef Mondal A, Upadhyay RK, Ma J, Yadav BK, Sharma SK, Mondal A (2019) Bifurcation analysis and diverse firing activities of a modified excitable neuron model. Cogn Neurodyn 13:393–407CrossRef
go back to reference Nakajima K, Ikegami T (2010) Dynamical systems interpretation of reversal of subjective temporal order due to arm crossing. Adapt Behav 18:189–210CrossRef Nakajima K, Ikegami T (2010) Dynamical systems interpretation of reversal of subjective temporal order due to arm crossing. Adapt Behav 18:189–210CrossRef
go back to reference Nie X, Cao J, Fei S (2013) Multistability and instability of delayed competitive neural networks with nondecreasing piecewise linear activation functions. Neurocomputing 119:281–291CrossRef Nie X, Cao J, Fei S (2013) Multistability and instability of delayed competitive neural networks with nondecreasing piecewise linear activation functions. Neurocomputing 119:281–291CrossRef
go back to reference Ozcan N (2019) Stability analysis of Cohen–Grossberg neural networks of neutral-type: multiple delays case. Neural Netw 113:20–27CrossRef Ozcan N (2019) Stability analysis of Cohen–Grossberg neural networks of neutral-type: multiple delays case. Neural Netw 113:20–27CrossRef
go back to reference Qu J, Wang RB (2017) Collective behavior of large-scale neural networks with GPU acceleration. Cogn Neurodyn 11:553–563CrossRef Qu J, Wang RB (2017) Collective behavior of large-scale neural networks with GPU acceleration. Cogn Neurodyn 11:553–563CrossRef
go back to reference Song ZG, Xu J (2014) Stability switches and Bogdanov–Takens bifurcation in an inertial two-neurons coupling system with multiple delays. Sci China Technol Sci. 57:893–904CrossRef Song ZG, Xu J (2014) Stability switches and Bogdanov–Takens bifurcation in an inertial two-neurons coupling system with multiple delays. Sci China Technol Sci. 57:893–904CrossRef
go back to reference Song ZG, Xu J, Zhen B (2015a) Multitype activity coexistence in an inertial two-neuron system with multiple delays. Int J Bifurc Chaos 25:1530040CrossRef Song ZG, Xu J, Zhen B (2015a) Multitype activity coexistence in an inertial two-neuron system with multiple delays. Int J Bifurc Chaos 25:1530040CrossRef
go back to reference Song ZG, Yang K, Xu J, Wei YC (2015b) Multiple pitchfork bifurcations and multiperiodicity coexistences in a delay-coupled neural oscillator system with inhibitory-to-inhibitory connection. Commun Nonlinear Sci Numer Simul 29:327–345CrossRef Song ZG, Yang K, Xu J, Wei YC (2015b) Multiple pitchfork bifurcations and multiperiodicity coexistences in a delay-coupled neural oscillator system with inhibitory-to-inhibitory connection. Commun Nonlinear Sci Numer Simul 29:327–345CrossRef
go back to reference Song ZG, Wang CH, Zhen B (2016) Codimension-two bifurcation and multistability coexistence in an inertial two-neuron system with multiple delays. Nonlinear Dyn 85:2099–2113CrossRef Song ZG, Wang CH, Zhen B (2016) Codimension-two bifurcation and multistability coexistence in an inertial two-neuron system with multiple delays. Nonlinear Dyn 85:2099–2113CrossRef
go back to reference Song ZG, Qian WG, Zhen B, Kong XH (2019) Multiple bifurcations and periodic coexistence in a delayed Hopfield two-neural system with a monotonic activation function. Adv Differ Equ 167:1–18 Song ZG, Qian WG, Zhen B, Kong XH (2019) Multiple bifurcations and periodic coexistence in a delayed Hopfield two-neural system with a monotonic activation function. Adv Differ Equ 167:1–18
go back to reference Wang R, Zhu Y (2016) Can the activities of the large-scale cortical network be expressed by neural energy? A brief review. Cogn Neurodyn 10:1–5CrossRef Wang R, Zhu Y (2016) Can the activities of the large-scale cortical network be expressed by neural energy? A brief review. Cogn Neurodyn 10:1–5CrossRef
go back to reference Wang RB, Wang ZY, Zhu ZY (2018) The essence of neuronal activity from the consistency of two different neuron models. Nonlinear Dyn 92:973–982CrossRef Wang RB, Wang ZY, Zhu ZY (2018) The essence of neuronal activity from the consistency of two different neuron models. Nonlinear Dyn 92:973–982CrossRef
go back to reference Wheeler DW, Schieve WC (1997) Stability and chaos in an inertial two-neuron system. Phys D 105:267–284CrossRef Wheeler DW, Schieve WC (1997) Stability and chaos in an inertial two-neuron system. Phys D 105:267–284CrossRef
go back to reference Wu Y, Li J, Liu S, Pang J, Du M, Lin P (2013) Noise-induced spatiotemporal patterns in Hodgkin–Huxley neuronal network. Cogn Neurodyn 7:431–440CrossRef Wu Y, Li J, Liu S, Pang J, Du M, Lin P (2013) Noise-induced spatiotemporal patterns in Hodgkin–Huxley neuronal network. Cogn Neurodyn 7:431–440CrossRef
go back to reference Yao S, Ding L, Song Z, Xu J (2019) Two bifurcation routes to multiple chaotic coexistence in an inertial two-neural system with time delay. Nonlinear Dyn 95:1549–1563CrossRef Yao S, Ding L, Song Z, Xu J (2019) Two bifurcation routes to multiple chaotic coexistence in an inertial two-neural system with time delay. Nonlinear Dyn 95:1549–1563CrossRef
go back to reference Zhang X, Gu H, Wu F (2019) Memristor reduces conduction failure of action potentials along axon with Hopf bifurcation. Eur Phys J Spec Top 228:2053–2063CrossRef Zhang X, Gu H, Wu F (2019) Memristor reduces conduction failure of action potentials along axon with Hopf bifurcation. Eur Phys J Spec Top 228:2053–2063CrossRef
go back to reference Zhao HY, Yu XH, Wang L (2012) Bifurcation and control in an inertial two-neuron system with time delays. Int J Bifurc Chaos 22:1250036CrossRef Zhao HY, Yu XH, Wang L (2012) Bifurcation and control in an inertial two-neuron system with time delays. Int J Bifurc Chaos 22:1250036CrossRef
go back to reference Zhu FY, Wang RB, Pan XC, Zhu ZY (2019) Energy expenditure computation of a single bursting neuron. Cogn Neurodyn 13:75–87CrossRef Zhu FY, Wang RB, Pan XC, Zhu ZY (2019) Energy expenditure computation of a single bursting neuron. Cogn Neurodyn 13:75–87CrossRef
Metadata
Title
Multiple bifurcations and coexistence in an inertial two-neuron system with multiple delays
Authors
Zigen Song
Bin Zhen
Dongpo Hu
Publication date
06-03-2020
Publisher
Springer Netherlands
Published in
Cognitive Neurodynamics / Issue 3/2020
Print ISSN: 1871-4080
Electronic ISSN: 1871-4099
DOI
https://doi.org/10.1007/s11571-020-09575-9

Other articles of this Issue 3/2020

Cognitive Neurodynamics 3/2020 Go to the issue