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Title: Dynamic Adaptive Neural Network Arrays: A Neuromorphic Architecture

Abstract

Dynamic Adaptive Neural Network Array (DANNA) is a neuromorphic hardware implementation. It differs from most other neuromorphic projects in that it allows for programmability of structure, and it is trained or designed using evolutionary optimization. This paper describes the DANNA structure, how DANNA is trained using evolutionary optimization, and an application of DANNA to a very simple classification task.

Authors:
 [1];  [1]
  1. University of Tennessee (UT)
Publication Date:
Research Org.:
Oak Ridge National Lab. (ORNL), Oak Ridge, TN (United States)
Sponsoring Org.:
USDOE
OSTI Identifier:
1238015
DOE Contract Number:
AC05-00OR22725
Resource Type:
Conference
Resource Relation:
Conference: Supercomputing 2015: Machine Learning in HPC Environment Workshop, Austin, TX, USA, 20151115, 20151115
Country of Publication:
United States
Language:
English

Citation Formats

Disney, Adam, and Reynolds, John. Dynamic Adaptive Neural Network Arrays: A Neuromorphic Architecture. United States: N. p., 2015. Web.
Disney, Adam, & Reynolds, John. Dynamic Adaptive Neural Network Arrays: A Neuromorphic Architecture. United States.
Disney, Adam, and Reynolds, John. Thu . "Dynamic Adaptive Neural Network Arrays: A Neuromorphic Architecture". United States. doi:.
@article{osti_1238015,
title = {Dynamic Adaptive Neural Network Arrays: A Neuromorphic Architecture},
author = {Disney, Adam and Reynolds, John},
abstractNote = {Dynamic Adaptive Neural Network Array (DANNA) is a neuromorphic hardware implementation. It differs from most other neuromorphic projects in that it allows for programmability of structure, and it is trained or designed using evolutionary optimization. This paper describes the DANNA structure, how DANNA is trained using evolutionary optimization, and an application of DANNA to a very simple classification task.},
doi = {},
journal = {},
number = ,
volume = ,
place = {United States},
year = {Thu Jan 01 00:00:00 EST 2015},
month = {Thu Jan 01 00:00:00 EST 2015}
}

Conference:
Other availability
Please see Document Availability for additional information on obtaining the full-text document. Library patrons may search WorldCat to identify libraries that hold this conference proceeding.

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