publication . Conference object . 2020

CTD2020: 40 MHz Scouting with Deep Learning in CMS

Golubovic, Dejan; CMS Collaboration; James, Thomas Owen; Meschi, Emilio;
Open Access
  • Published: 20 Apr 2020
  • Publisher: Zenodo
Abstract
A 40 MHz scouting system at CMS would provide fast and virtually unlimited statistics for detector diagnostics, alternative luminosity measurements and, in some cases, calibrations, and it has the potential to enable the study of otherwise inaccessible signatures, either too common to fit in the L1 accept budget, or with requirements which are orthogonal to "mainstream" physics, such as long-lived particles. Deep learning is a class of machine learning algorithms that uses multiple layers to progressively extract higher-level features from the raw inputs. A series of studies on different aspects of LHC data processing have demonstrated the potential of deep lear...
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Open Access
Zenodo
Conference object . 2020
Provider: Datacite
Open Access
Zenodo
Conference object . 2020
Provider: Datacite
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