K. Valdez-Sereno

ORCID: 0000-0003-2101-1385
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About
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Research Areas
  • Laser-Plasma Interactions and Diagnostics
  • Advanced X-ray Imaging Techniques
  • Laser Material Processing Techniques

California State University, Channel Islands
2024

We present progress in utilizing a machine learning (ML) assisted optimization framework to study the trends parameter space defined by spectrally shaped, high-intensity, petawatt-class (8 J, 45 fs) laser pulses interacting with solid targets and give first simulation-based overview of predicted trends. A neural network (NN) incorporating uncertainty quantification is trained predict number hot electrons generated laser–target interaction as function pulse shaping parameters. The predictions...

10.1063/5.0190553 article EN cc-by-nc Physics of Plasmas 2024-07-01
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