60 pW 20 μm size CMOS implementation of an actual soma membrane

摘要

The article presents a 65 nm technology implementation of a low-power artificial spiking neuron intellectual property (IP) core. The concept of the circuit is based on modeling the mechanism of a perikaryon membrane and the propagation of the action potential in an axon. Nerve impulses are generated using a current-controlled oscillator. Thanks to this oscillator, the circuit is implemented exclusively using metal-oxide semiconductor transistors, with the omission of capacitors. The main advantage of the presented implementation is the possibility of implementing the IP-core using nanometer digital complementary metal-oxide semiconductor technologies with the possibility of placing it within a common substrate with a digital processor. The circuit operates in weak-inversion mode with a 0.3 V power supply and does not require additional polarization voltages. The maximum frequency of impulse generation equals 2.5 kHz. The paper describes two operating modes of the circuit: a cortical mode with power consumption of 60 pW and a processing mode with power consumption of 52.2 pW. The power reduction was obtained using a circuit structure in which the power supply current consumption is reduced with the moment the circuit starts processing. The article also contains results of a process-voltage-temperature analysis.