Research Publications

Poster: DANNA Neuromorphic Application Development Kit Demo

  • March, 2017
  • Mark Dean, Aaron Young, Parker Mitchell, Patricia Eckhart, John Reynolds, Grant Bruer, Adam Disney, James Plank, and Catherine Schuman
  • 5th Neuro Inspired Computational Elements Workshop (NICE 2017)

Poster: The Effect of Biologically-Inspired Mechanisms in Spiking Neural Networks for Neuromorphic Implementation

  • March, 2017
  • Catherine D. Schuman
  • 5th Neuro Inspired Computational Elements Workshop (NICE 2017)

Poster: A Vertical Application Programming and Development Framework for Spike-Based Neuromorphic Computing Devices

  • March, 2017
  • James S. Plank, Catherine D. Schuman, Mark Dean, Garrett Rose and John Reynolds
  • 5th Neuro Inspired Computational Elements Workshop (NICE 2017)

Poster: Memristive Dynamic Adaptive Neural Network Array (mrDANNA)

  • March, 2017
  • Gangotree Chakma, Austin Wyer, Ryan Weiss and Garrett S. Rose
  • 5th Neuro Inspired Computational Elements Workshop (NICE 2017)

A Hafnium-Oxide Memristive Dynamic Adaptive Neural Network Array

  • November, 2016
  • Gangotree Chakma, Mark E. Dean, Garrett S. Rose, Karsten Beckmann, H. Manem and Nathaniel Cady
  • International Workshop on Post-Moore's Era Supercomputing (PMES)

Parallel Evolutionary Optimization for Neuromorphic Network Training

  • November, 2016
  • Catherine D. Schuman, Adam Disney, Susheela P. Singh, Grant Bruer, J. Parker Mitchell, Aleksander Klibisz and James S. Plank
  • Machine Learning in HPC Environments, Supercomputing 2016

Neuromorphic Computing: A Post-Moore's Law Complementary Architecture

  • November, 2016
  • Catherine D. Schuman, J. Douglas Birdwell, Mark E. Dean, James S. Plank, and Garrett S. Rose
  • International Workshop on Post-Moore's Era Supercomputing (PMES)

Poster: Dynamic Adaptive Neural Network Arrays -- A Neuromorphic Platform

  • September, 2016
  • Adam Disney
  • SMC16: Smoky Mountain Computational Sciences and Engineering Conference

DANNA: A Neuromorphic Software Ecosystem

  • July, 2016
  • Adam Disney, John Reynolds, Catherine D. Schuman, Aleksander Klibisz, Aaron Young, and James S. Plank
  • Biologically Inspired Cognitive Architectures, Volume 9.

A VLSI Design for Neuromorphic Computing

  • July, 2016
  • Mark E. Dean and Christopher Daffron
  • IEEE Annual Symposium on VLSI (ISVLSI)

An Evolutionary Optimization Framework for Neural Networks and Neuromorphic Architectures

  • July, 2016
  • Catherine D. Schuman, James S. Plank, Adam Disney, and John Reynolds.
  • International Joint Conference on Neural Networks, part of the IEEE World Congress on Computational Intelligence, Vancouver, Canada.

An Application Development Platform for Neuromorphic Computing

  • July, 2016
  • Mark E. Dean, Jason Chan, Christopher Daffron, Adam Disney, John Reynolds, Garrett S. Rose, James S. Plank, J.Douglas Birdwell, and Catherine D. Schuman
  • International Joint Conference on Neural Networks, part of the IEEE World Congress on Computational Intelligence, Vancouver, Canada.

Extensions and Enhancements for the DANNA Neuromorphic Architecture

  • March, 2016
  • Christopher Daffron, Jason Chan, Adam Disney, Luke Bechtel, Ryan Wagner, Mark E. Dean, Garrett S. Rose, James S. Plank, J. Douglas Birdwell, and Catherine D. Schuman
  • IEEE SoutheastCon, Norfolk, VA.

Implementation of a Neuromorphic Development Platform with DANNA

  • December, 2015
  • Jason Chan
  • Masters Thesis, University of Tennessee

Dynamic Adaptive Neural Network Arrays: A Neuromorphic Architecture

  • November, 2015
  • Catherine D. Schuman, Adam Disney, and John Reynolds.
  • Supercomputing, 2015: Machine Learning in High Performance Computing Environments Workshop.

DANNA A Neuromorphic Computing VLSI Chip

  • August, 2015
  • Christopher Daffron
  • Masters Thesis, University of Tennessee.

Middleware and Services for Dynamic Adaptive Neural Network Arrays

  • August, 2015
  • Joshua Willis
  • Masters Thesis, University of Tennessee.

Neuroscience Inspired Dynamic Architectures

  • May, 2015
  • Catherine D. Schuman
  • Dissertation, University of Tennessee, 2015

Visualization Techniques for Neuroscience-Inspired Dynamic Architectures

  • May, 2015
  • Margaret Drouhard.
  • Masters Thesis, University of Tennessee.

Visual analytics for neuroscience-inspired dynamic architectures.

  • December, 2014
  • Margaret Drouhard, Catherine D. Schuman, J. Douglas Birdwell, and Mark E. Dean.
  • FOCI: IEEE Symposium on Foundations of Computational Intelligence

Spatiotemporal Classification using Neuroscience-Inspired Dynamic Architectures

  • November, 2014
  • Catherine D. Schuman, J. Douglas Birdwell, and Mark E. Dean.
  • Procedia Computer Science, Elsevier, Volume 41.

Dynamic Adaptive Neural Network Array

  • July, 2014
  • Mark E. Dean, Catherine D. Schuman, and J. Douglas Birdwell.
  • 13th International Conference on Unconventional Computation and Natural Computation (UCNC).

Neuroscience-Inspired Dynamic Architectures

  • April, 2014
  • Catherine D. Schuman, J. Douglas Birdwell, Mark E. Dean
  • Annual Biomedical Science and Engineering Center Conference (BSEC), Oak Ridge National Laboratory.

Dynamic Artificial Neural Networks with Affective Systems

  • November, 2013
  • Catherine D. Schuman and J. Douglas Birdwell
  • PLOS ONE, Volume 8 (11).

Variable-Structure Dynamic Artificial Neural Networks

  • June, 2013
  • Catherine D. Schuman and J. Douglas Birdwell
  • Biologically Inspired Cognitive Architectures, Volume 6.