Search Results for author: A. Hanuka

Found 2 papers, 0 papers with code

Accurate and confident prediction of electron beam longitudinal properties using spectral virtual diagnostics

no code implementations27 Sep 2020 A. Hanuka, C. Emma, T. Maxwell, A. Fisher, B. Jacobson, M. J. Hogan, Z. Huang

In this work we present a machine learning-based Virtual Diagnostic (VD) tool to accurately predict the LPS for every shot using spectral information collected non-destructively from the radiation of relativistic electron beam.

Online tuning and light source control using a physics-informed Gaussian process Adi

no code implementations4 Nov 2019 A. Hanuka, J. Duris, J. Shtalenkova, D. Kennedy, A. Edelen, D. Ratner, X. Huang

Operating large-scale scientific facilities often requires fast tuning and robust control in a high dimensional space.

regression

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