2007 · 33 citations · 20 references
EngineeringElectrical EngineeringMicroelectronicsNeural CircuitryNeural EngineeringNeural Circuit ModelingNeural CircuitsNeuronal DynamicsSpiking Neural NetworksBursting ActivityNeural Firing PatternsNeuromorphic DevicesNeuromorphic HardwareNeuronal Firing PatternsRegular SpikingSpiking ActivitySpiking Neuron Models
The paper presents a silicon neuron circuit that mimics the behaviour of known classes of biological neurons. The circuit has been designed in a 0.35μm CMOS technology. The firing patterns of basic cell classes: <i xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">regular spiking</i> (RS), <i xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">fast spiking</i> (FS), <i xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">chattering</i> (CH) and <i xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">intrinsic bursting</i> (IB) are obtained with a simple adjustment of two biasing voltages. The simulations reveal the potential of the circuit to provide a wide variety of cell behaviours with required accommodation and firing frequency of a given cell type. The neuron consumes only 14 MOSFETs enabling the integration of many neurons in a small silicon area. Hence, the circuit provides a foundation for designing massively parallel analogue neuromorphic networks that closely resemble the circuits of the cortex.
20
Simple model of spiking neurons
Eugene M. Izhikevich · IEEE Transactions on Neural Networks · 2003 · 4.8K citations
Misha Mahowald, R MacFarlane Douglas · Nature · 1991 · 482 citations
A low-power adaptive integrate-and-fire neuron circuit
Giacomo Indiveri · 2003 · 266 citations
Engineering, Computer Engineering, Electrical Engineering +17