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Parker Mitchell
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Opportunities for neuromorphic computing algorithms and applications
CD Schuman, SR Kulkarni, M Parsa, JP Mitchell, B Kay
Nature Computational Science 2 (1), 10-19, 2022
4562022
Evolutionary optimization for neuromorphic systems
CD Schuman, JP Mitchell, RM Patton, TE Potok, JS Plank
Proceedings of the 2020 Annual Neuro-Inspired Computational Elements …, 2020
732020
Bayesian multi-objective hyperparameter optimization for accurate, fast, and efficient neural network accelerator design
M Parsa, JP Mitchell, CD Schuman, RM Patton, TE Potok, K Roy
Frontiers in neuroscience 14, 527249, 2020
532020
NeoN: Neuromorphic control for autonomous robotic navigation
JP Mitchell, G Bruer, ME Dean, JS Plank, GS Rose, CD Schuman
2017 IEEE International Symposium on Robotics and Intelligent Sensors (IRIS …, 2017
472017
Caspian: A neuromorphic development platform
JP Mitchell, CD Schuman, RM Patton, TE Potok
Proceedings of the 2020 Annual Neuro-Inspired Computational Elements …, 2020
352020
DANNA 2: Dynamic adaptive neural network arrays
JP Mitchell, ME Dean, GR Bruer, JS Plank, GS Rose
Proceedings of the International Conference on Neuromorphic Systems, 1-6, 2018
342018
Resilience and robustness of spiking neural networks for neuromorphic systems
CD Schuman, JP Mitchell, JT Johnston, M Parsa, B Kay, P Date, ...
2020 International Joint Conference on Neural Networks (IJCNN), 1-10, 2020
252020
A small, low cost event-driven architecture for spiking neural networks on fpgas
JP Mitchell, CD Schuman, TE Potok
International Conference on Neuromorphic Systems 2020, 1-4, 2020
242020
Benchmarking the performance of neuromorphic and spiking neural network simulators
SR Kulkarni, M Parsa, JP Mitchell, CD Schuman
Neurocomputing 447, 145-160, 2021
232021
Parallel evolutionary optimization for neuromorphic network training
CD Schuman, A Disney, SP Singh, G Bruer, JP Mitchell, A Klibisz, ...
2016 2nd Workshop on Machine Learning in HPC Environments (MLHPC), 36-46, 2016
212016
Neuromorphic computing for autonomous racing
R Patton, C Schuman, S Kulkarni, M Parsa, JP Mitchell, NQ Haas, C Stahl, ...
International conference on neuromorphic systems 2021, 1-5, 2021
182021
Bayesian-based hyperparameter optimization for spiking neuromorphic systems
M Parsa, JP Mitchell, CD Schuman, RM Patton, TE Potok, K Roy
2019 IEEE International Conference on Big Data (Big Data), 4472-4478, 2019
172019
Evolutionary vs imitation learning for neuromorphic control at the edge
C Schuman, R Patton, S Kulkarni, M Parsa, C Stahl, NQ Haas, JP Mitchell, ...
Neuromorphic Computing and Engineering 2 (1), 014002, 2022
152022
Low size, weight, and power neuromorphic computing to improve combustion engine efficiency
CD Schuman, SR Young, JP Mitchell, JT Johnston, D Rose, ...
2020 11th International Green and Sustainable Computing Workshops (IGSC), 1-8, 2020
152020
Dilute combustion control using spiking neural networks
BP Maldonado, BC Kaul, CD Schuman, SR Young, JP Mitchell
SAE Technical Paper, 2021
112021
Multi-objective optimization for size and resilience of spiking neural networks
M Dimovska, T Johnston, CD Schuman, JP Mitchell, TE Potok
2019 IEEE 10th Annual Ubiquitous Computing, Electronics & Mobile …, 2019
112019
A software framework for comparing training approaches for spiking neuromorphic systems
CD Schuman, JS Plank, M Parsa, SR Kulkarni, N Skuda, JP Mitchell
2021 International Joint Conference on Neural Networks (IJCNN), 1-10, 2021
92021
Next-cycle optimal fuel control for cycle-to-cycle variability reduction in egr-diluted combustion
BP Maldonado, BC Kaul, CD Schuman, SR Young, JP Mitchell
IEEE Control Systems Letters 5 (6), 2204-2209, 2020
92020
Accurate and accelerated neuromorphic network design leveraging a Bayesian hyperparameter pareto optimization approach
M Parsa, C Schuman, N Rathi, A Ziabari, D Rose, JP Mitchell, ...
International Conference on Neuromorphic Systems 2021, 1-8, 2021
72021
Grant: Ground-roaming autonomous neuromorphic targeter
JD Ambrose, AZ Foshie, ME Dean, JS Plank, GS Rose, JP Mitchell, ...
2020 International Joint Conference on Neural Networks (IJCNN), 1-8, 2020
72020
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