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Evaluating online-learning in memristive neuromorphic circuits...

Publication Type
Conference Paper
Book Title
Proceedings of the Neuromorphic Computing Symposium (NCS 2017)
Publication Date
Page Number
5
Conference Name
Neuromorphic Computing Symposium (NCS 2017)
Conference Location
Knoxville, Tennessee, United States of America
Conference Sponsor
ACM SIGDA
Conference Date
-

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.