Design and Analysis of a Neuromemristive Reservoir Computing Architecture for Biosignal Processing

Design and Analysis of a Neuromemristive Reservoir Computing Architecture for Biosignal Processing

Reservoir computing (RC) is gaining traction in several signal processing domains, owing to its nonlinear stateful computation, spatiotemporal encoding, and reduced training complexity over recurrent neural networks (RNNs). Previous studies have shown the effectiveness of software-based RCs for a wi...

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Bibliographic Details
Main Authors: Dhireesha eKudithipudi, Qutaiba eSaleh, Cory eMerkel, James eThesing, Bryant eWysocki
Format: Article
Language:English
Published: Frontiers Media S.A. 2016-02-01
Series:Frontiers in Neuroscience
Subjects:
Neuromorphic
EMG signal Processing
Epileptic Seizure detection and prediction
neuromorphic hardware
reservoir computing
memristors
Online Access:http://journal.frontiersin.org/Journal/10.3389/fnins.2015.00502/full

Internet

http://journal.frontiersin.org/Journal/10.3389/fnins.2015.00502/full

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