Joseph D. Hart

Machine Learning Link Inference of Noisy Delay-Coupled Networks with Optoelectronic Experimental Tests

2021 · Physical Review X

We devise a machine learning technique to solve the general problem of inferring network links that have time delays using only time series data of the network nodal states. This task has applications in many …

Photonic next-generation reservoir computer based on distributed feedback in optical fiber

2024 · arXiv (Cornell University)

Reservoir computing (RC) is a machine learning paradigm that excels at dynamical systems analysis. Photonic RCs, which perform implicit computation through optical interactions, have attracted increasing attention due to their potential for low latency predictions. …