research
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07/20/2022
Mathematical Model of Strong Physically Unclonable Functions Based on Hybrid Boolean Networks
We introduce a mathematical framework for simulating Hybrid Boolean Netw...
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10/07/2021
A Meta-learning Approach to Reservoir Computing: Time Series Prediction with Limited Data
Recent research has established the effectiveness of machine learning fo...
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08/16/2021
High-Resolution Waveform Capture Device on a Cyclone-V FPGA
We introduce the waveform capture device (WCD), a flexible measurement s...
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10/05/2020
Model-Free Control of Dynamical Systems with Deep Reservoir Computing
We propose and demonstrate a nonlinear control method that can be applie...
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02/10/2020
Combining Machine Learning with Knowledge-Based Modeling for Scalable Forecasting and Subgrid-Scale Closure of Large, Complex, Spatiotemporal Systems
We consider the commonly encountered situation (e.g., in weather forecas...
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10/01/2019
Forecasting Chaotic Systems with Very Low Connectivity Reservoir Computers
We explore the hyperparameter space of reservoir computers used for fore...
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07/29/2019
