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Neuromorphic Array Communications Controller to Support Large-Scale Neural Networks

Aaron R. Young, Mark E. Dean, James S. Plank, Garrett S. Rose and Catherine D. Schuman

July, 2018

IJCNN: The International Joint Conference on Neural Networks

http://www.ecomp.poli.br/~wcci2018/

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Abstract

Neuromorphic computing is one promising post Moore’s law era technology. In order to develop and use neuromorphic systems, traditional von Neumann-based computers must be able to communicate with neuromorphic hardware to support functionality such as monitoring the state of the network, optimizing the array to better perform the task, and input/output data processing. In this paper, we describe our use of a separate neuromorphic array communications controller to support highthroughput, low-latency communication between a traditional computer and our implementations of neuromorphic systems. The goal of the communications controller is to provide enough performance to facilitate the desired interaction between the systems and to enable scaling of the neuromorphic systems to larger sizes.

Citation Information

Text


author         A. R. Young and M. E. Dean and J. S. Plank and G. S. Rose and C. D. Schuman
title          Neuromorphic Array Communications Controller to Support Large-Scale Neural Networks
booktitle      IJCNN: The International Joint Conference on Neural Networks
month          July
year           2018
address        Rio de Janeiro, Brazil

Bibtex


@INPROCEEDINGS{ydp:18:nac,
    author = "A. R. Young and M. E. Dean and J. S. Plank and G. S. Rose and C. D. Schuman",
    title = "Neuromorphic Array Communications Controller to Support Large-Scale Neural Networks",
    booktitle = "IJCNN: The International Joint Conference on Neural Networks",
    month = "July",
    year = "2018",
    address = "Rio de Janeiro, Brazil"
}