activity
20132022
most citedRapid Time Series Prediction with a Hardware-Based Reservoir Computer

79 citations · 96 across the 6 of their papers we have counts for

collaborators

7 papers

cs.CR2022

Mathematical Model of Strong Physically Unclonable Functions Based on Hybrid Boolean Networks

Noeloikeau Charlot, Daniel J. Gauthier, Daniel Canaday +1

We introduce a mathematical framework for simulating Hybrid Boolean Network (HBN) Physically Unclonable Functions (PUFs, HBN-PUFs). We verify that the model is able to reproduce th…

cs.LG2021★ 1 cited

A Meta-learning Approach to Reservoir Computing: Time Series Prediction with Limited Data

Daniel Canaday, Andrew Pomerance, Michelle Girvan

Recent research has established the effectiveness of machine learning for data-driven prediction of the future evolution of unknown dynamical systems, including chaotic systems. Ho…

eess.SY2020

Model-Free Control of Dynamical Systems with Deep Reservoir Computing

Daniel Canaday, Andrew Pomerance, Daniel J Gauthier

We propose and demonstrate a nonlinear control method that can be applied to unknown, complex systems where the controller is based on a type of artificial neural network known as…

cs.CR2019★ 16 cited

Hybrid Boolean Networks as Physically Unclonable Functions

Noeloikeau Charlot, Daniel Canaday, Andrew Pomerance +1

We introduce a Physically Unclonable Function (PUF) based on an ultra-fast chaotic network known as a Hybrid Boolean Network (HBN) implemented on a field programmable gate array. T…

cs.LG2018★ 79 cited

Rapid Time Series Prediction with a Hardware-Based Reservoir Computer

Daniel Canaday, Aaron Griffith, Daniel Gauthier

Reservoir computing is a neural network approach for processing time-dependent signals that has seen rapid development in recent years. Physical implementations of the technique us…

physics.atom-ph2013

Photoionization Delay in He, Ne, Ar and Kr

Caryn Palatchi, Marcus Dahlstrom, Anatoli Kheifets +4

We study the relative photoionization delay of Ne, Ar and Kr as a function of energy using He as a reference to characterize or XUV pulse.