27-31 January 2025
University of Delaware
US/Eastern timezone

Modeling IACT Gamma-ray Background using Singular Value Decomposition

30 Jan 2025, 09:40
25m
Clayton Hall (University of Delaware)

Clayton Hall

University of Delaware

Clayton Hall, 100 David Hollowell Dr, Newark, DE 19716, United States
Talk Talks

Speaker

Dr Ruo-Yu Shang (Barnard College, Columbia University)

Description

Extended $\gamma$-ray sources, such as TeV halos, evolved pulsar wind nebulae, and star clusters, impose a challenge to analyses of Imaging Atmospheric Cherenkov Telescope (IACT) data due to the difficulty in estimating irreducible background originating from cosmic-ray-induced $\gamma$-ray-like events in the source regions. A background estimation method is necessary to address IACT analyses in the cases when the source angular size exceeds or occupies a significant part of the field-of-view. The proposed new method analyzes the distribution of cosmic-ray-like events in the coordinate of $\gamma$-ray camera using singular value decomposition (SVD) to derive the irreducible background estimation. This data-driven method significantly reduces the systematic uncertainty on the background estimation, and the method performance is evaluated using VERITAS archival observations.

Type of Contribution talk

Primary author

Dr Ruo-Yu Shang (Barnard College, Columbia University)

Presentation Materials