In this paper, we describe an analysis of the nonlinear dynamical phenomenon associated with a silicon neuron. Our silicon neuron integrates Hodgkin-Huxley (HH) model formalism, including the membrane voltage dependency of temporal dynamics. Analysis of the bifurcation conditions allow us to identify different regimes in the parameter space that are desirable for biasing our silicon neuron. This approach of studying bifurcations is useful because it is believed that computational properties of neurons are based on the bifurcations exhibited by these dynamical systems in response to some changing stimulus. We describe numerical simulations and measurements of the Hopf bifurcation which is characteristic of class 2 excitability in the HH model. We also show a phenomenon observed in biological neurons and termed excitation block. Hence, by showing that this silicon neuron has similar bifurcations to a certain class of biological neurons, we can claim that the silicon neuron can also perform similar computations.
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Laboratoire d’Intégration du Matériau au Système, UMR CNRS 5218, Université de Bordeaux, 351 Cours de la Libération, TalenceLaboratoire d’Intégration du Matériau au Système, UMR CNRS 5218, Université de Bordeaux, 351 Cours de la Libération, Talence
Grassia, Filippo
Lévi, Timothée
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Laboratoire d’Intégration du Matériau au Système, UMR CNRS 5218, Université de Bordeaux, 351 Cours de la Libération, TalenceLaboratoire d’Intégration du Matériau au Système, UMR CNRS 5218, Université de Bordeaux, 351 Cours de la Libération, Talence
Lévi, Timothée
Saïghi, Sylvain
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Laboratoire d’Intégration du Matériau au Système, UMR CNRS 5218, Université de Bordeaux, 351 Cours de la Libération, TalenceLaboratoire d’Intégration du Matériau au Système, UMR CNRS 5218, Université de Bordeaux, 351 Cours de la Libération, Talence
Saïghi, Sylvain
Kohno, Takashi
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Institute of Industrial Science, University of Tokyo, 4-6-1 Komaba, Meguro-ku, TokyoLaboratoire d’Intégration du Matériau au Système, UMR CNRS 5218, Université de Bordeaux, 351 Cours de la Libération, Talence
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Univ Pittsburgh, Dept Math, Pittsburgh, PA 15260 USA
TOBB Univ Econ & Technol, Fac Sci & Letters, Dept Math, TR-06530 Ankara, TurkeyUniv Pittsburgh, Dept Math, Pittsburgh, PA 15260 USA
Karaoglu, Esra
Yilmaz, Enes
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Gazi Univ, Polath Fac Sci & Arts, Dept Math, TR-06900 Ankara, Turkey
Princeton Univ, Princeton Neurosci Inst, Washington Rd, Princeton, NJ 08544 USA
Princeton Univ, Program Appl & Computat Math, Washington Rd, Princeton, NJ 08544 USAUniv Pittsburgh, Dept Math, Pittsburgh, PA 15260 USA
Yilmaz, Enes
Merdan, Huseyin
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TOBB Univ Econ & Technol, Fac Sci & Letters, Dept Math, TR-06530 Ankara, TurkeyUniv Pittsburgh, Dept Math, Pittsburgh, PA 15260 USA
机构:
Nanjing Univ Posts & Telecommun, Coll Automat, Nanjing 210003, Peoples R ChinaNanjing Univ Posts & Telecommun, Coll Automat, Nanjing 210003, Peoples R China
Xiao, Min
Zheng, Wei Xing
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Western Sydney Univ, Sch Comp Data & Math Sci, Sydney, NSW 2751, AustraliaNanjing Univ Posts & Telecommun, Coll Automat, Nanjing 210003, Peoples R China
Zheng, Wei Xing
Jiang, Guoping
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Nanjing Univ Posts & Telecommun, Coll Automat, Nanjing 210003, Peoples R ChinaNanjing Univ Posts & Telecommun, Coll Automat, Nanjing 210003, Peoples R China
Jiang, Guoping
Cao, Jinde
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Southeast Univ, Res Ctr Complex Syst & Network Sci, Nanjing 211189, Peoples R ChinaNanjing Univ Posts & Telecommun, Coll Automat, Nanjing 210003, Peoples R China
机构:
School of Electrical Engineering and Automation, Tianjin University, TianjinSchool of Electrical Engineering and Automation, Tianjin University, Tianjin
Yuan, Chun-Hua
Wang, Jiang
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School of Electrical Engineering and Automation, Tianjin University, TianjinSchool of Electrical Engineering and Automation, Tianjin University, Tianjin