Skip to main content
Erschienen in: Neural Computing and Applications 1/2014

01.01.2014 | ICONIP 2012

Bifurcation analysis of a two-dimensional simplified Hodgkin–Huxley model exposed to external electric fields

verfasst von: Hu Wang, Yongguang Yu, Sha Wang, Junzhi Yu

Erschienen in: Neural Computing and Applications | Ausgabe 1/2014

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

In this paper, the dynamical behaviors of a two-dimensional simplified Hodgkin–Huxley (H–H) model exposed to external electric fields are investigated through qualitative analysis and numerical simulation. A necessary and sufficient condition is proposed for the existence of the Hopf bifurcation. Saddle-node bifurcations and canards of the simplified model with the coefficients of different linear forms are also discussed. Finally, the bifurcation curves with the coefficients of different linear forms are shown. The numerical results demonstrate that some linear forms can retain the bifurcation characteristics of the original model, which is of great use to simplify the H–H model for the real-world applications.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

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!

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+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!

Literatur
1.
Zurück zum Zitat Hodgkin AL, Huxley AF (1952) A quantitative description of membrane and its application to conduction and excitation in nerve. J Physiol 117:500–544 Hodgkin AL, Huxley AF (1952) A quantitative description of membrane and its application to conduction and excitation in nerve. J Physiol 117:500–544
2.
Zurück zum Zitat Hodgkin AL, Huxley AF (1952) Currents carried by sodium and potassium ions through the membrane of the giant axon of Loligo. J Physiol 116:449–472 Hodgkin AL, Huxley AF (1952) Currents carried by sodium and potassium ions through the membrane of the giant axon of Loligo. J Physiol 116:449–472
3.
Zurück zum Zitat Hodgkin AL, Huxley AF (1952) The components of membrane conductance in the giant axon of Loligo. J Physiol 116:473–496 Hodgkin AL, Huxley AF (1952) The components of membrane conductance in the giant axon of Loligo. J Physiol 116:473–496
4.
Zurück zum Zitat Hodgkin AL, Huxley AF (1952) The dual effect of membrane potential on sodium conductance in the giant axon of Loligo. J Physiol 116:497–506 Hodgkin AL, Huxley AF (1952) The dual effect of membrane potential on sodium conductance in the giant axon of Loligo. J Physiol 116:497–506
5.
Zurück zum Zitat Keener J, Sneyd J (1998) Mathematical physiology. Springer, New YorkMATH Keener J, Sneyd J (1998) Mathematical physiology. Springer, New YorkMATH
6.
Zurück zum Zitat Cronin J (1987) Mathematical aspects of Hodgkin–Huxley neural theory. Cambridge University Press, CambridgeCrossRefMATH Cronin J (1987) Mathematical aspects of Hodgkin–Huxley neural theory. Cambridge University Press, CambridgeCrossRefMATH
8.
Zurück zum Zitat Wilson H (1999) Spikes decisions and actions: dynamical foundations of neuroscience. Oxford University Press, OxfordMATH Wilson H (1999) Spikes decisions and actions: dynamical foundations of neuroscience. Oxford University Press, OxfordMATH
9.
10.
Zurück zum Zitat Wang J, Geng JM, Fei XY (2005) Two-parameters Hopf bifurcation in the Hodgkin–Huxley model. Chaos Solitons Fractals 23:973–980MATHMathSciNet Wang J, Geng JM, Fei XY (2005) Two-parameters Hopf bifurcation in the Hodgkin–Huxley model. Chaos Solitons Fractals 23:973–980MATHMathSciNet
11.
Zurück zum Zitat Wang J, Chen LQ, Fei XY (2007) Analysis and control of the bifurcation of Hodgkin–Huxley model. Chaos Solitons Fractals 31:247–256CrossRefMATHMathSciNet Wang J, Chen LQ, Fei XY (2007) Analysis and control of the bifurcation of Hodgkin–Huxley model. Chaos Solitons Fractals 31:247–256CrossRefMATHMathSciNet
12.
13.
Zurück zum Zitat Qu JY, Wang RB, Du Y (2013) An improved selective attention model considering orientation preferences. Neural Comput Appl 22(2):303–311CrossRef Qu JY, Wang RB, Du Y (2013) An improved selective attention model considering orientation preferences. Neural Comput Appl 22(2):303–311CrossRef
14.
Zurück zum Zitat Wang H, Yu YG, Zhao R, Wang S (2013) Two-parameter bifurcation in a two-dimensional simplified Hodgkin–Huxley model. Commun Nonlinear Sci Numer Simul 18:184–193CrossRefMATHMathSciNet Wang H, Yu YG, Zhao R, Wang S (2013) Two-parameter bifurcation in a two-dimensional simplified Hodgkin–Huxley model. Commun Nonlinear Sci Numer Simul 18:184–193CrossRefMATHMathSciNet
15.
Zurück zum Zitat Izhikevich EM (2004) Which model to use for cortical spiking neurons?. IEEE Trans Neural Netw 15:1063–1070CrossRef Izhikevich EM (2004) Which model to use for cortical spiking neurons?. IEEE Trans Neural Netw 15:1063–1070CrossRef
16.
Zurück zum Zitat Iren V, Natacha G, Frank T, Oxana L (2007) Modeling of inhibition/excitation firing in olfactory bulb through spiking neurons. Neural Comput Appl 16(4-5):355–372CrossRef Iren V, Natacha G, Frank T, Oxana L (2007) Modeling of inhibition/excitation firing in olfactory bulb through spiking neurons. Neural Comput Appl 16(4-5):355–372CrossRef
17.
Zurück zum Zitat Tomoki K, Kunihiko K (2012) Learning to memorize input–output mapping as bifurcation in neural dynamics: relevance of multiple timescales for synapse changes. Neural Comput Appl 21(4):725–734CrossRef Tomoki K, Kunihiko K (2012) Learning to memorize input–output mapping as bifurcation in neural dynamics: relevance of multiple timescales for synapse changes. Neural Comput Appl 21(4):725–734CrossRef
18.
Zurück zum Zitat Ricci G, Volpi L, Pasquali L, Petrozzi L, Siciliano G (2009) Astrocyte-neuron interactions in neurological disorders. J Biol Phys 35:317–336CrossRef Ricci G, Volpi L, Pasquali L, Petrozzi L, Siciliano G (2009) Astrocyte-neuron interactions in neurological disorders. J Biol Phys 35:317–336CrossRef
19.
Zurück zum Zitat Garbo AD (2009) Dynamics of a minimal neural model consisting of an astrocyte, a neuron, and an interneuron. J Biol Phys 35:361–382CrossRef Garbo AD (2009) Dynamics of a minimal neural model consisting of an astrocyte, a neuron, and an interneuron. J Biol Phys 35:361–382CrossRef
20.
Zurück zum Zitat Hiroshige T, Takako M, Yoshitaka N, Gerard BR, Yoshinobu G, Shozo T (2011) A neural decoding approach to auditory temporal assimilation. Neural Comput Appl 20(7):965–973CrossRef Hiroshige T, Takako M, Yoshitaka N, Gerard BR, Yoshinobu G, Shozo T (2011) A neural decoding approach to auditory temporal assimilation. Neural Comput Appl 20(7):965–973CrossRef
21.
Zurück zum Zitat Wang H, Yu YG, Wang S, Yu JZ (2013) Hopf bifurcation analysis in a two-dimensional simplified Hodgkin–Huxley model. Appl Math Comput (submitted) Wang H, Yu YG, Wang S, Yu JZ (2013) Hopf bifurcation analysis in a two-dimensional simplified Hodgkin–Huxley model. Appl Math Comput (submitted)
22.
Zurück zum Zitat Wang H, Yu YG, Wang M, Zhao R (2010) The dynamical analysis of a two-dimensional simplified Hodgkin–Huxley model. IEEE ICNC 6:814–818 Wang H, Yu YG, Wang M, Zhao R (2010) The dynamical analysis of a two-dimensional simplified Hodgkin–Huxley model. IEEE ICNC 6:814–818
23.
Zurück zum Zitat Callot JL, Diener F, Diener M (1978) Le problème de la “chasse au canard”. C R Acad Sci Paris (Sèr. I) 286:1059–1061MATHMathSciNet Callot JL, Diener F, Diener M (1978) Le problème de la “chasse au canard”. C R Acad Sci Paris (Sèr. I) 286:1059–1061MATHMathSciNet
24.
28.
Zurück zum Zitat Izhikevich EM (2010) Dynamical systems in neuroscience: the geometry of excitability and bursting. The MIT Press, Cambridge Izhikevich EM (2010) Dynamical systems in neuroscience: the geometry of excitability and bursting. The MIT Press, Cambridge
Metadaten
Titel
Bifurcation analysis of a two-dimensional simplified Hodgkin–Huxley model exposed to external electric fields
verfasst von
Hu Wang
Yongguang Yu
Sha Wang
Junzhi Yu
Publikationsdatum
01.01.2014
Verlag
Springer London
Erschienen in
Neural Computing and Applications / Ausgabe 1/2014
Print ISSN: 0941-0643
Elektronische ISSN: 1433-3058
DOI
https://doi.org/10.1007/s00521-013-1462-3

Weitere Artikel der Ausgabe 1/2014

Neural Computing and Applications 1/2014 Zur Ausgabe