Work

Neuromodulation of Neuromorphic Circuits

Year: 2019
Type: article
Abstract: We present a novel methodology to enable control of a neuromorphic circuit in close analogy with the physiological neuromodulation of a single neuron. The methodology is general in that it only relies on a parallel interconnection of elementary voltage-controlled current sources. In contrast to controlling a nonlinear circuit through the parameter tuning of a state-space model, our approach is purely input-output. The circuit elements are controlled and interconnected to shape the current-voltage characteristics (I-Vcurves) of the circuit in prescribed timescales. In turn, shaping thoseI-Vcurves determines the excitability properties of the circuit. We show that this methodology enables both robust and accurate control of the circuit behavior and resembles the biophysical mechanisms of neuromodulation. As a proof of concept, we simulate a SPICE model composed of MOSFET transconductance amplifiers operating in the weak inversion regime.
Language: English
Open Access status: green
OpenAlex ID: W2898599862
FWCI: 2.077
Cites: 52
Cited by: 44
Related to: 10