12–16 Dec 2022
IISER Mohali
Asia/Kolkata timezone

AI-based models in INO-ICAL: An overview of applications and studies

13 Dec 2022, 14:00
1h
LHC Foyer (IISER Mohali)

LHC Foyer

IISER Mohali

Lecture Hall Complex, IISER Mohali, Sector 81, Knowledge city, SAS Nagar, Punjab, India
Poster Poster - 2

Speaker

Lakshmi Murgod (Central University of karnataka)

Description

Measurement of neutrino mixing parameters using a magnetized iron calorimeter (ICAL) is the primary goal of INO. Most of INO-ICAL related analysis, using prototype detector data and simulations, are currently based on conventional algorithms. In the recent years, AI-based analysis have shown impressive performance in many high-energy physics experiments. In this talk, we present an overview of machine learning algorithms that we have developed for a few analysis related to INO-ICAL and prototype detectors. The studies include directionality and charge identification, energy reconstruction of cosmic muons in mICAL, prediction of muon multiplicity, and search for new event topologies.

Session Neutrino Physics

Author

Lakshmi Murgod (Central University of karnataka)

Co-author

Dr Deepak Samuel (Central University of karnataka)

Presentation materials

There are no materials yet.