Publications

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Spiking Neural Approaches to SAR ATR

SPIE Defense and Commercial Sensing

Craig Michael Vineyard, James Bradley Aimone, Ryan Anthony Dellana, Esteban J. Guillen, Aaron Jamison Hill, William Mark Severa, Javier Zazueta

Conference Presentation – 2022 Conference Presentation 2022

Biologically Inspired Interception on an Unmanned System

Frances S. Chance, Charles Q. Little, Marcus McKenzie, Ryan Anthony Dellana, Daniel E. Small, Thomas R. Gayle, David K. Novick

https://www.osti.gov/search/identifier:1827493

Report – 2021 Report 2021

Evaluating complexity and resilience trade-offs in emerging memory inference machines

NICE Virtual Conference Proceedings

Christopher Bennett, Ryan Anthony Dellana, Tianyao Xiao, Benjamin Feinberg, Sapan Agarwal, Suma George Cardwell, Matthew Marinella, William Mark Severa, James Bradley Aimone

https://www.osti.gov/search/identifier:1859699

Conference Presentation – 2021 Conference Presentation 2021

Mosaic, The Best of Both Worlds: Analog devices with Digital Spiking Communication to build a Hybrid Neural Network Accelerator

James Bradley Aimone, Christopher Bennett, Suma George Cardwell, Ryan Anthony Dellana, Tianyao Xiao

https://www.osti.gov/search/identifier:1673175

SAND Report – 2020 SAND Report 2020

Effective Pruning of Binary Activation Networks

International Conference on Neuromorphic Systems

William Mark Severa, Ryan Anthony Dellana, Craig Michael Vineyard

https://www.osti.gov/search/identifier:1808939

Conference Paper – 2020 Conference Paper 2020

Effective Pruning of Binary Activation Neural Networks

International Conference on Neuromorphic Systems

William Mark Severa, Ryan Anthony Dellana, Craig Michael Vineyard

https://www.osti.gov/search/identifier:1808427

Conference Paper – 2020 Conference Paper 2020

Hyperparameter Optimization in Binary Communication Networks for Neuromorphic Deployment

International Joint Conference on Neural Networks

Maryam (ORNL) Parsa, Catherine (ORNL) Schuman, Prasanna (ORNL) Date, Derek (ORNL) Rose, Bill (ORNL) Kay, J. Parker (ORNL) Mitchell, Steven (ORNL) Young, Ryan Anthony Dellana, William Mark Severa, Thomas (ORNL) Potok, Kaushik (Purdue) Roy

https://www.osti.gov/search/identifier:1774230

Conference Paper – 2020 Conference Paper 2020

Spike Processing for Improved Radiation Tolerance and Low Power Space Missions

Nuclear Explosion Monitoring Annual Meeting

Park Hays, Arlo L. Ames, Ryan Anthony Dellana, Matthew J. Kagie, Andrew J. Scholand, William Mark Severa, Joshua Shank, Craig Michael Vineyard

https://www.osti.gov/search/identifier:1770682

Presentation (non-conference) – 2020 Presentation (non-conference) 2020

Evaluating complexity and resilience trade-offs in emerging memory inference machines

2020 Neuro-Inspired Computational Elements Workshop

Christopher Bennett, Ryan Anthony Dellana, Tianyao Xiao, Benjamin Feinberg, Sapan Agarwal, Suma George Cardwell, Matthew Marinella, William Mark Severa, James Bradley Aimone

https://www.osti.gov/search/identifier:1768142

Conference Paper – 2020 Conference Paper 2020

Device-aware inference operations in SONOS non-volatile memory arrays

International Reliability Physics Symposium

Christopher Bennett, Tianyao Xiao, Ryan Anthony Dellana, Benjamin Feinberg, Sapan Agarwal, Matthew Marinella, Vineet Agrawal, Venkatraman Prabhakar, Krishnaswamy Ramkumar, Long Hinh, Swatilekha Saha, Vijay Raghavan, Ramesh Chettuvetty Chettuvetty

https://www.osti.gov/search/identifier:1765314

Conference Paper – 2020 Conference Paper 2020

Evaluating complexity and resilience trade-offs in emerging memory inference machines

Neuro-Inspired Computational Elements Workshop

Suma George Cardwell, Christopher Bennett, James Bradley Aimone, Ryan Anthony Dellana, Sapan Aggarwal

https://www.osti.gov/search/identifier:1643292

Conference Paper – 2019 Conference Paper 2019

Device-aware inference operations in SONOS non-volatile memory arrays

2020 IEEE International Reliability Physics Symposium

Christopher Bennett, Tianyao Xiao, Ryan Anthony Dellana, Benjamin Feinberg, V. Prabhakar, K. Ramkumar, V. Agrawal, L. Hinh, S. Saha, Vijay Raghavan, Ramesh Chettuvetty, Sapan Agarwal, Matthew Marinella

Abstract – 2019 Abstract 2019

Mosaics, a technique to make neuromorphic computing scalable, adaptive and flexible

International Conference on Artificial Intelligence Circuits and Systems

Suma George Cardwell, James Bradley Aimone, Christopher Bennett, Ryan Anthony Dellana, Suma George Cardwell, William Mark Severa

https://www.osti.gov/search/identifier:1642761

Conference Paper – 2019 Conference Paper 2019

Fugu: Algorithm Development for Neuromorphic Hardware

Intel Neuromorphic Research Community Fall Workshop

Srideep Musuvathy, James Bradley Aimone, Suma George Cardwell, Frances S. Chance, Ryan Anthony Dellana, Yang Ho, Leah Evelyn Reeder, William Mark Severa, Craig Michael Vineyard, Felix Wang

https://www.osti.gov/search/identifier:1646072

Presentation (non-conference) – 2019 Presentation (non-conference) 2019

Neural Inspired Computation Remote Sensing Platform

Craig Michael Vineyard, William Mark Severa, Sam Green, Ryan Anthony Dellana, Mark Plagge, Aaron Jamison Hill

https://www.osti.gov/search/identifier:1569155

SAND Report – 2019 SAND Report 2019

New Directions in Causality and Causal Modeling

International System Dynamics Conference

Asmeret Bier Naugle, Lauren Hund, Felix Wang, Ryan Anthony Dellana

https://www.osti.gov/search/identifier:1641309

Conference Paper – 2019 Conference Paper 2019

Low-Power Deep Learning Inference using the SpiNNaker Neuromorphic Platform

Nice 2019

Craig Michael Vineyard, Ryan Anthony Dellana, James Bradley Aimone, William Mark Severa

https://www.osti.gov/search/identifier:1639535

Conference Paper – 2019 Conference Paper 2019

Building a Comprehensive Neuromorphic Platform for Remote Computation

GOMACTech

Aaron Jamison Hill, William Mark Severa, Craig Michael Vineyard, Ryan Anthony Dellana, Leah Evelyn Reeder, Felix Wang, James Bradley Aimone, Angel Yanguas-Gil

https://www.osti.gov/search/identifier:1639487

Conference Paper – 2019 Conference Paper 2019

Low-Power Deep Learning Inference using the SpiNNaker Neuromorphic Platform

Craig Michael Vineyard, Ryan Anthony Dellana, James Bradley Aimone, William Mark Severa

https://www.osti.gov/search/identifier:1761866

Report – 2019 Report 2019

Building a Comprehensive Neuromorphic Platform for Remote Computation

Gomactech

William Mark Severa, Aaron Jamison Hill, Craig Michael Vineyard, Ryan Anthony Dellana, Leah Evelyn Reeder, Felix Wang, James Bradley Aimone, Angel Yanguas-Gil

https://www.osti.gov/search/identifier:1592219

Conference Paper – 2019 Conference Paper 2019

Building a Comprehensive Neuromorphic Platform for Remote Computation

GOMAC Tech 2019

Craig Michael Vineyard, William Mark Severa, Ryan Anthony Dellana, Leah Evelyn Reeder, Felix Wang, James Bradley Aimone, Angel Yanguas-Gil

Abstract – 2018 Abstract 2018

Whetstone: A Method for Training Deep Artificial Neural Networks for Binary Communication

Arxiv

William Mark Severa, Craig Michael Vineyard, Ryan Anthony Dellana, Stephen Joseph Verzi, James Bradley Aimone

Journal Article – 2018 Journal Article 2018

Whetstone: An Accessible, Platform-Independent Method for Training Spiking Deep Neural Networks for Neuromorphic Processors

International Conference on Neuromorphic Systems (ICONS) 2018

William Mark Severa, Craig Michael Vineyard, Ryan Anthony Dellana, James Bradley Aimone

https://www.osti.gov/search/identifier:1806670

Conference Paper – 2018 Conference Paper 2018

Whetstone: An accessible, platform-independent method training spiking deep neural networks for neuromorphic processors

International Conference on Neuromorphic Systems

William Mark Severa, Ryan Anthony Dellana, Craig Michael Vineyard, James Bradley Aimone

https://www.osti.gov/search/identifier:1806636

Conference Paper – 2018 Conference Paper 2018

Whetstone: An Accessible, Platform-Independent Method for Training Spiking Deep Neural Networks for Neuromorphic Processors

NICE Workshop

William Mark Severa, Craig Michael Vineyard, Ryan Anthony Dellana, James Bradley Aimone

https://www.osti.gov/search/identifier:1498219

Conference Paper – 2018 Conference Paper 2018
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Results 1–25 of 28