Brian R. Hunt

RF Signal Classification using Boolean Reservoir Computing on an FPGA

2021

Networks of Boolean logic gates exhibiting complex dynamical behavior are promising reservoirs for hardware-accelerated reservoir computing. Using an FPGA, we explore the parameter space of both clocked and unclocked Boolean networks, and identify configurations that …

Stabilizing Machine Learning Prediction of Dynamics: Noise and Noise-inspired Regularization

2022 · arXiv (Cornell University)

Recent work has shown that machine learning (ML) models can be trained to accurately forecast the dynamics of unknown chaotic dynamical systems. Short-term predictions of the state evolution and long-term predictions of the statistical patterns …