3 November 2021
Ecole de physique
Europe/Zurich timezone

ML Roulette for Track Overlay in ATLAS

3 Nov 2021, 16:20
1m
Ecole de physique

Ecole de physique

Speaker

Debajyoti Sengupta (Universite de Geneve (CH))

Description

Pileup modelling is an integral part in the data simulation and the downstream experimental analyses. Traditionally this is done by digitising the simulated pile up (PU) hits which are overlaid on digitised Hard Scatter (HS) hits, before reconstruction. A faster alternative is to reconstruct the PU separately and overlay them on HS tracks - i.e. overlay is done at the reconstruction level. This work presents a technique to identify regions where one can do the overlay without significant performance losses downstream, and provides a template for combining the two approaches for optimal speed and efficiency.

Primary author

Debajyoti Sengupta (Universite de Geneve (CH))

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