L. Herzberg

ORCID: 0000-0003-2704-4946
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About
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Research Areas
  • Medical Imaging Techniques and Applications
  • Particle Detector Development and Performance
  • Radiomics and Machine Learning in Medical Imaging
  • Particle physics theoretical and experimental studies

University of Göttingen
2023

10.1016/j.nima.2023.168112 article EN publisher-specific-oa Nuclear Instruments and Methods in Physics Research Section A Accelerators Spectrometers Detectors and Associated Equipment 2023-02-08

We describe a neural network for predicting the background hit rate in Belle II detector produced by SuperKEKB electron-positron collider. The network, BGNet, learns to predict individual contributions of different physical sources, such as beam-gas scattering or continuous top-up injections into collider, sub-detector rates. samples learning are archived 1 Hz time series diagnostic variables from collider subsystems and measured rates used regression targets. test learned model on data run...

10.48550/arxiv.2301.06170 preprint EN cc-by-nc-nd arXiv (Cornell University) 2023-01-01
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