April 2018

Conference Paper

Evaluating online-learning in memristive neuromorphic circuits

By:
Wyer, Austin; Adnan, Md; Woong Ku, Bon; Kyu Lim, Sung; Schuman, Catherine D; Pooser, Raphael C; Rose, Garrett
Page Number:
5
Book Title:
Proceedings of the Neuromorphic Computing Symposium (NCS 2017)
Publication Date:
April 2018
Conference Name:
Neuromorphic Computing Symposium (NCS 2017)
Conference Location:
Knoxville, Tennessee, United States of America
Conference Sponsor:
ACM SIGDA
View DOI Listing:
https://doi.org/10.1145/3183584.3183616

Abstract

In this work we present an implementation of spike-timing-dependent plasticity (STDP) in both a high level simulation and at a circuit level. It is verified that the high level simulation captures the behavior of the circuit implementation. We use the simulation to assess the effectiveness of STDP for online-learning, and find that STDP enables networks to improve performance online after training.