Neuromodulation of Neuromorphic Circuits
May 15, 2018 Β· Declared Dead Β· π IEEE Transactions on Circuits and Systems Part 1: Regular Papers
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Authors
Luka Ribar, Rodolphe Sepulchre
arXiv ID
1805.05696
Category
q-bio.NC
Cross-listed
cs.NE,
eess.SY
Citations
41
Venue
IEEE Transactions on Circuits and Systems Part 1: Regular Papers
Last Checked
6 months ago
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-V curves) of the circuit in prescribed timescales. In turn, shaping those I-V curves 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.
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