Abstract
It is shown that a simple leaky integrator (LI) circuit operating in a dynamic mode can allow spatial and temporal summation of weighted synaptic outputs. The circuit incorporates a current mirror configuration to sum charge packets released from charge transfer synapses and an n-channel MOSFET, operating in subthreshold, serves to implement a leakage capability, which sets the decay time for the postsynaptic response. The focus of the paper is to develop an analytical model for fan-in and validate the model against simulation and experimental results obtained from a prototype chip fabricated in the AMS 0.35µm mixed signal CMOS technology. We show that the model predicts the theoretical limit on fan-in, relates the magnitude of the postsynaptic response to weighted synaptic inputs and captures the transient response of the LI when stimulated with spike inputs.
| Original language | English |
|---|---|
| Pages (from-to) | 78-85 |
| Number of pages | 8 |
| Journal | Neurocomputing |
| Volume | 314 |
| Early online date | 4 Jul 2018 |
| DOIs | |
| Publication status | Published (in print/issue) - 7 Nov 2018 |
UN SDGs
This output contributes to the following UN Sustainable Development Goals (SDGs)
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SDG 9 Industry, Innovation, and Infrastructure
Keywords
- Neuromorphic circuits
- Fan-in
- Spiking neural network
- Leaky Integrator
- Charge Transfer Synapse
- CMOS
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Dive into the research topics of 'Fan-In analysis of a leaky integrator circuit using charge transfer synapses'. Together they form a unique fingerprint.Profiles
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Liam McDaid
- School of Computing, Eng & Intel. Sys - Professor of Computational Neuroscience
- Faculty Of Computing, Eng. & Built Env. - Research Director (Computing, Eng & Intel Sys)
Person: Academic
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