23 January 2025 to 20 February 2025
Europe/Berlin timezone

Flavour Tagging Studies in GN3 with the ATLAS Experiment

Not scheduled
20m

Speaker

Neelam Kumari (ATLAS (ATLAS SM and Beyond))

Description

The identification of jets containing b-hadrons (b-jets) plays a crucial role in the physics program of the ATLAS experiment. This project will focus on improving and evaluating the next iteration of b-tagging algorithms, GN3, and using the FTAG tools currently used in ATLAS. The student will explore quark/gluon tagging with the GN3 tagger, assessing its performance and optimisation strategies. The project will also involve comparing overall GN3 performance with the previous flavour tagging algorithm (GN2) across various simulated event samples. This project provides an excellent opportunity for hands-on experience with machine learning training, data analysis, and detector physics.

Special Qualifications

Python, Basic particle-physics knowledge

Group FH-ATLAS
Project Category B1. Physics data analysis and performance (software-oriented)
DESY Site Hamburg

Primary authors

Krisztian Peters (ATLAS (ATLAS Beyond Standard Model)) Neelam Kumari (ATLAS (ATLAS SM and Beyond))

Presentation materials

There are no materials yet.