Literature DB >> 21096884

A subthreshold aVLSI implementation of the Izhikevich simple neuron model.

Venkat Rangan1, Abhishek Ghosh, Vladimir Aparin, Gert Cauwenberghs.   

Abstract

We present a circuit architecture for compact analog VLSI implementation of the Izhikevich neuron model, which efficiently describes a wide variety of neuron spiking and bursting dynamics using two state variables and four adjustable parameters. Log-domain circuit design utilizing MOS transistors in subthreshold results in high energy efficiency, with less than 1pJ of energy consumed per spike. We also discuss the effects of parameter variations on the dynamics of the equations, and present simulation results that replicate several types of neural dynamics. The low power operation and compact analog VLSI realization make the architecture suitable for human-machine interface applications in neural prostheses and implantable bioelectronics, as well as large-scale neural emulation tools for computational neuroscience.

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Year:  2010        PMID: 21096884     DOI: 10.1109/IEMBS.2010.5627392

Source DB:  PubMed          Journal:  Annu Int Conf IEEE Eng Med Biol Soc        ISSN: 2375-7477


  6 in total

1.  Neuromorphic silicon neuron circuits.

Authors:  Giacomo Indiveri; Bernabé Linares-Barranco; Tara Julia Hamilton; André van Schaik; Ralph Etienne-Cummings; Tobi Delbruck; Shih-Chii Liu; Piotr Dudek; Philipp Häfliger; Sylvie Renaud; Johannes Schemmel; Gert Cauwenberghs; John Arthur; Kai Hynna; Fopefolu Folowosele; Sylvain Saighi; Teresa Serrano-Gotarredona; Jayawan Wijekoon; Yingxue Wang; Kwabena Boahen
Journal:  Front Neurosci       Date:  2011-05-31       Impact factor: 4.677

2.  Biophysical Neural Spiking, Bursting, and Excitability Dynamics in Reconfigurable Analog VLSI.

Authors:  T Yu; T J Sejnowski; G Cauwenberghs
Journal:  IEEE Trans Biomed Circuits Syst       Date:  2011-10-13       Impact factor: 3.833

3.  An efficient simulation environment for modeling large-scale cortical processing.

Authors:  Micah Richert; Jayram Moorkanikara Nageswaran; Nikil Dutt; Jeffrey L Krichmar
Journal:  Front Neuroinform       Date:  2011-09-14       Impact factor: 4.081

Review 4.  Plasticity in memristive devices for spiking neural networks.

Authors:  Sylvain Saïghi; Christian G Mayr; Teresa Serrano-Gotarredona; Heidemarie Schmidt; Gwendal Lecerf; Jean Tomas; Julie Grollier; Sören Boyn; Adrien F Vincent; Damien Querlioz; Selina La Barbera; Fabien Alibart; Dominique Vuillaume; Olivier Bichler; Christian Gamrat; Bernabé Linares-Barranco
Journal:  Front Neurosci       Date:  2015-03-02       Impact factor: 4.677

5.  Using a hybrid neuron in physiologically inspired models of the basal ganglia.

Authors:  Corey M Thibeault; Narayan Srinivasa
Journal:  Front Comput Neurosci       Date:  2013-07-05       Impact factor: 2.380

6.  Biologically Relevant Dynamical Behaviors Realized in an Ultra-Compact Neuron Model.

Authors:  Pablo Stoliar; Olivier Schneegans; Marcelo J Rozenberg
Journal:  Front Neurosci       Date:  2020-05-12       Impact factor: 4.677

  6 in total

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