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Online learning model of olfactory bulb external plexiform layer network (Imam & Cleland 2020)
Thomas Cleland
OB_EPL.zip [5305046]
This model illustrates the rapid online learning of odor representations, and their recognition despite high levels of interference (other competing odorants), in a model of the olfactory bulb external plexiform layer (EPL) network. The computational principles embedded in this model are based on the those developed in the biophysical models of Li and Cleland (2013, 2017). This is a standard Python version of a model written for Intel's Loihi neuromorphic hardware platform (The Loihi code is available at https://github.com/intel-nrc-ecosystem/models/tree/master/official/epl).
  • Olfactory bulb main mitral GLU cell Show Other
  • Olfactory bulb main interneuron granule MC GABA cell Show Other
  • Neuron or other electrically excitable cell Show Other
tac29@cornell.edu
Neuromorphic network
Online learning
Imam, Nabil Clelalnd, Thomas
Imam N, Cleland TA (2020) Rapid learning and robust recall in a neuromorphic olfactory circuit. Nature Machine Intelligence (in press).
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Revisions: 3
Last Time: 2/6/2020 12:36:00 PM
Reviewer: Tom Morse - MoldelDB admin
Owner: Thomas Cleland