Abstract
This paper proposes a silicon neuron circuit which uses a slow-variable controlled leakage term to extend the repertoire of spiking patterns achievable in an integrate and fire model. The simulations reveal the potential of the circuit to provide a wide variety of neuron firing patterns observed in neocortex, including adapting and non-adapting, regular spiking, fast spiking, bursting, chattering, etc. The firing patterns of basic cell classes are obtained with a simple adjustment of four biasing voltages. The circuit operates in the sub-threshold regime, with time constants similar to biological neurons, and hence is suitable for use in systems requiring such operating speeds. Envisaged applications of the proposed circuit are in large-scale analogue VLSI systems for spiking neural network simulations, brain-inspired circuits for robotics and hybrid silicon/biology systems.
| Original language | English |
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| Title of host publication | host publication |
| Publisher | IEEE |
| Publication status | Published - 26 Nov 2009 |
| Event | IEEE Biomedical Circuits and Systems Conference - Beijing, China Duration: 26 Nov 2009 → 28 Nov 2009 |
Conference
| Conference | IEEE Biomedical Circuits and Systems Conference |
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| City | Beijing, China |
| Period | 26/11/09 → 28/11/09 |
Keywords
- CMOS integrated circuits
- VLSI
- brain
- neural chips