Neuromodulation of Neuromorphic Circuits

被引:30
作者
Rib, Luka [1 ]
Sepulchre, Rodolphe [1 ]
机构
[1] Univ Cambridge, Dept Engn, Cambridge CB2 1TZ, England
基金
欧洲研究理事会;
关键词
Neuromorphic engineering; neuromodulation; neuronal bursting; I-V curve shaping; SILICON NEURON; MODEL; MODULATION; SPIKING; ROBUST; SYNAPSES;
D O I
10.1109/TCSI.2019.2907113
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
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.
引用
收藏
页码:3028 / 3040
页数:13
相关论文
共 50 条
[1]   Silicon-Neuron Design: A Dynamical Systems Approach [J].
Arthur, John V. ;
Boahen, Kwabena A. .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2011, 58 (05) :1034-1043
[2]   Subthalamic nucleus neurons switch from single-spike activity to burst-firing mode [J].
Beurrier, C ;
Congar, P ;
Bioulac, B ;
Hammond, C .
JOURNAL OF NEUROSCIENCE, 1999, 19 (02) :599-609
[3]   A Neuromorph's Prospectus [J].
Boahen, Kwabena .
COMPUTING IN SCIENCE & ENGINEERING, 2017, 19 (02) :14-15
[4]   Implementing robust neuromodulation in neuromorphic circuits [J].
Castanos, Fernando ;
Franci, Alessio .
NEUROCOMPUTING, 2017, 233 :3-13
[5]  
Drion G., BIOL CYBERN
[6]   Dynamic Input Conductances Shape Neuronal Spiking [J].
Drion, Guillaume ;
Franci, Alessio ;
Dethier, Julie ;
Sepulchre, Rodolphe .
ENEURO, 2015, 2 (01)
[7]  
Drion G, 2015, IEEE DECIS CONTR P, P1923, DOI 10.1109/CDC.2015.7402491
[8]   Ion channel degeneracy enables robust and tunable neuronal firing rates [J].
Drion, Guillaume ;
O'Leary, Timothy ;
Marder, Eve .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2015, 112 (38) :E5361-E5370
[9]   A bio-physically inspired silicon neuron [J].
Farquhar, E ;
Hasler, P .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2005, 52 (03) :477-488
[10]   IMPULSES AND PHYSIOLOGICAL STATES IN THEORETICAL MODELS OF NERVE MEMBRANE [J].
FITZHUGH, R .
BIOPHYSICAL JOURNAL, 1961, 1 (06) :445-&