Design of Cortical Neuron Circuits With VLSI Design Approach

A simple CMOS circuitry using very less number of MOSFETs reproduce most of the electrophysiological cortical neuron types and is capable of producing a variety of different behaviors with diversity similar to that of real biological neuron cell. The firing pattern of basic cell classes like regular spiking (RS), chattering (CH), intrinsic bursting (IB) and fast spiking(FS) are obtained with a simple adjustment of only one biasing voltage makes circuit suitable for applications in reconfigurable neuromorphic devices that implement biologically resemble circuit of cortex. This paper discusses spice simulation of the various spiking pattern ability with required and firing frequency of a given cell type. The circuit operation is verified for both conditions-constant input and pulsating input .

[1]  Tetsuya Asai,et al.  A hardware depressing synapse and its application to contrast-invariant pattern recognition , 2003, SICE 2003 Annual Conference (IEEE Cat. No.03TH8734).

[2]  Piotr Dudek,et al.  Spiking and Bursting Firing Patterns of a Compact VLSI Cortical Neuron Circuit , 2007, 2007 International Joint Conference on Neural Networks.

[4]  Sylvie Renaud,et al.  Real-Time Simulation of Biologically Realistic Stochastic Neurons in VLSI , 2010, IEEE Transactions on Neural Networks.

[5]  Shih-Chii Liu Analog VLSI Circuits for Short-Term Dynamic Synapses , 2003, EURASIP J. Adv. Signal Process..

[6]  John Wawrzynek,et al.  Low-Power Silicon Neurons, Axons, and Synapses , 1993 .

[7]  Giacomo Indiveri,et al.  A low-power adaptive integrate-and-fire neuron circuit , 2003, Proceedings of the 2003 International Symposium on Circuits and Systems, 2003. ISCAS '03..

[8]  Simon R. Schultz,et al.  Analogue VLSI 'integrate-and-fire' neuron with frequency adaptation , 1995 .

[9]  Valentin Dragoi,et al.  Asymmetric synaptic depression in cortical networks. , 2008, Cerebral cortex.

[10]  R. Douglas,et al.  A silicon neuron , 1991, Nature.

[11]  Nathalie L Rochefort,et al.  Dendritic organization of sensory input to cortical neurons in vivo , 2010, Nature.

[12]  Sylvie Renaud,et al.  A $Q$ -Modification Neuroadaptive Control Architecture for Discrete-Time Systems , 2010 .

[13]  José Luis Huertas Díaz,et al.  A CMOS Implementation of Fitzhugh-Nagumo Neuron Model , 1990 .

[14]  C. Mead,et al.  Neuromorphic analogue VLSI. , 1995, Annual review of neuroscience.

[15]  Chiara Bartolozzi,et al.  Synaptic Dynamics in Analog VLSI , 2007, Neural Computation.

[16]  Piotr Dudek,et al.  Compact silicon neuron circuit with spiking and bursting behaviour , 2008, Neural Networks.