Search Results for author: Chad Nathe

Found 2 papers, 0 papers with code

Reservoir Computing with Noise

no code implementations28 Feb 2023 Chad Nathe, Chandra Pappu, Nicholas A. Mecholsky, Joseph D. Hart, Thomas Carroll, Francesco Sorrentino

For all the cases we examined, we found that a good remedy to noise is to low-pass filter the input and the training/testing signals; this typically preserves the performance of the reservoir, while reducing the undesired effects of noise.

Reservoir Computers Modal Decomposition and Optimization

no code implementations13 Jan 2021 Chad Nathe, Enrico Del Frate, Thomas Carroll, Louis Pecora, Afroza Shirin, Francesco Sorrentino

We then take a parametric approach in which the eigenvalues are parameters that can be appropriately designed and optimized.

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