Year: 2025
Type: conference-paper
Abstract: The Cherenkov Telescope Array Observatory (CTAO) is an international observatory currently under construction, which will consist of two sites (one in the Northern Hemisphere and one in the Southern Hemisphere). It will eventually be the largest and most sensitive ground-based gamma- ray observatory. In the meantime, a small subarray composed of four Large-Sized Telescopes (LSTs) at the Northern site will begin collecting data in the coming year. In preparation, we present a stereoscopic event reconstruction using graph neural networks (GNNs) to combine information from several telescopes of this subarray. In our previous work, we explored the use of GNNs for the stereoscopic reconstruction of gamma-ray events on simulated data from the Prod5 sample and showed that GNNs provide a better stereoscopic reconstruction. We now compare this approach to the currently foreseen method that analytically combines the output of monoscopic random forests, and explore how GNNs can be used in fusion with the Random forest algorithm in order to provide a more sensitive stereoscopic system.
DOI: 10.22323/1.501.0549
Authors: Hana Ali messaoud, Tom François, Thomas Vuillaume
Language: English
Subfield: Nuclear and High Energy Physics
Field: Physics and Astronomy
Domain: Physical Sciences
Open Access status: hybrid
Funders: National Science Foundation, Sveučilište u Zagrebu, Comunidad de Madrid, Ministerio de Ciencia, Innovación y Universidades, Centres de Recerca de Catalunya, European Commission, Deutsche Forschungsgemeinschaft, Ministry of Education, Culture, Sports, Science and Technology, Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung, Fundação de Amparo à Pesquisa do Estado de São Paulo, Ministerstvo Školství, Mládeže a Tělovýchovy, Bundesministerium für Bildung und Forschung, Generalitat de Catalunya, Conselho Nacional de Desenvolvimento Científico e Tecnológico, Max-Planck-Gesellschaft, Narodowe Centrum Nauki, Hrvatska Zaklada za Znanost, Fundação Carlos Chagas Filho de Amparo à Pesquisa do Estado do Rio de Janeiro, Fundação Araucária, Centre National de la Recherche Scientifique, Ministerio de Ciencia e Innovación, Istituto Nazionale di Astrofisica, Sveučilište Josipa Jurja Strossmayera u Osijeku, Junta de Andalucía, Ministério da Ciência, Tecnologia, Inovações e Comunicações, Istituto Nazionale di Fisica Nucleare, Japan Society for the Promotion of Science, Consejo Superior de Investigaciones Científicas, Staatssekretariat für Bildung, Forschung und Innovation, European Regional Development Fund, Agencia Estatal de Investigación, Institut National de Physique Nucléaire et de Physique des Particules, Institute for Cosmic Ray Research, University of Tokyo
Awards: G1059663884, G1089506725, G120905174, G1272927172, G1293671712, G1301723534, G1323383031, G1325701057, G1381791653, G1449231074, G1485410139, G176604203, G1767413778, G1888088267, G1953887145, G195395952, G196419191, G2030784793, G2209488408, G2233160401, G2309174360, G2313451655, G2507835933, G2554159582, Cherenkov Telescope Array - participation of the Czech Republic, G265847165, G2660406951, G2753747443, G278595929, G282847690, G291036901, G2988934680, Fermi gases in complex lattice structures: from Dirac points to Spin liquids, G302750986, G304813024, G3197651753, G3207356259, G3384621141, G3439265645, G3480869486, G348919436, G3490171961, G357246561, G3622461675, G363809202, G3690828678, G3715634343, G3735356012, G373897614, G3780874795, G3817602061, G3869365384, G393177772, G3978510197, G4087634877, G4104599821, G4238322289, G4317403835, G434337789, 癌細胞の遊離, 定着機構と転移抑制に関する研究, The Preparatory Phase for the Cherenkov Telescope Array
(CTA-PP), G463062595, G4760961572, G483893733, 原子炉による悪性皮膚腫瘍の選択的治療, G496129201, INtelligent Fast Interconnected and Efficient Devices for Frontier Exploitation in Research and Industry, G5011157824, G5080475149, G5243814431, Very-high-energy Gamma Ray Astronomy in the Multi-messenger Era, G529962013, G531036588, G545007060, G5555131222, G5641063287, G5662822759, G5702163051, G5845768719, G5894067328, G5915139351, G5916014575, Cherenkov Telescope Array: Infrastructure Development and Start of Implementation, G6033112984, G617610489, G6513613686, European Science Cluster of Astronomy & Particle physics ESFRI research infrastructures, G6649312515, G6791753710, G6941735741, G696452451, G7084143925, G7191602444, G7363506711, G7392162325, G7425137858, 古代説話における諸寺縁起の研究, G7805626310, G8079053745, G8347645112, G8373891351, G8546142835, G8639560392, G8684520763, G8752642921, G8792602865, G8920101981
OpenAlex ID: W4414425430
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