Deep Learning Based Impact Parameter Determination for the CBM Experiment

In this talk we presented a novel technique, based on Deep Learning, to determine the impact parameter of nuclear collisions at the CBM experiment. PointNet based Deep Learning models are trained on UrQMD followed by CBMRoot simulations of Au+Au collisions at 10 <i>A</i>GeV to reconstruc...

Full description

Bibliographic Details
Main Authors: Manjunath Omana Kuttan, Jan Steinheimer, Kai Zhou, Andreas Redelbach, Horst Stoecker
Format: Article
Language:English
Published: MDPI AG 2021-02-01
Series:Particles
Subjects:
Online Access:https://www.mdpi.com/2571-712X/4/1/6