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Performance of Particle Tracking Using a Quantum Graph Neural Network
/ Tüysüz, Cenk (Middle East Tech. U., Ankara) ; Novotny, Kristiane (Unlisted, CH) ; Rieger, Carla (Zurich, ETH) ; Carminati, Federico (CERN) ; Demirköz, Bilge (Middle East Tech. U., Ankara) ; Dobos, Daniel (Unlisted, CH ; Lancaster U.) ; Fracas, Fabio (CERN ; Padua U.) ; Potamianos, Karolos (Unlisted, CH ; Oxford U.) ; Vallecorsa, Sofia (CERN) ; Vlimant, Jean-Roch (Caltech)
The Large Hadron Collider (LHC) at the European Organisation for Nuclear Research (CERN) will be upgraded to further increase the instantaneous rate of particle collisions (luminosity) and become the High Luminosity LHC. [...]
arXiv:2012.01379.
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6 p.
Fulltext
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2.
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Embedding of particle tracking data using hybrid quantum-classical neural networks
/ Rieger, Carla (Zurich, ETH) ; Tüysüz, Cenk (Middle East Tech. U., Ankara) ; Novotny, Kristiane (Unlisted, CH) ; Vallecorsa, Sofia (CERN) ; Demirköz, Bilge (Middle East Tech. U., Ankara) ; Potamianos, Karolos (Oxford U., Ctr. Quantum Comp.) ; Dobos, Daniel (Lancaster U.) ; Vlimant, Jean-Roch (Caltech)
The High Luminosity Large Hadron Collider (HL-LHC) at CERN will involve a significant increase in complexity and sheer size of data with respect to the current LHC experimental complex. Hence, the task of reconstructing the particle trajectories will become more involved due to the number of simultaneous collisions and the resulting increased detector occupancy. [...]
2021 - 12 p.
- Published in : EPJ Web Conf. 251 (2021) 03065
Fulltext: PDF;
In : 25th International Conference on Computing in High-Energy and Nuclear Physics (CHEP), Online, Online, 17 - 21 May 2021, pp.03065
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4.
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Quantum Track Reconstruction Algorithms for non-HEP applications
/ Novotny, Kristiane Sylvia (gluoNNet) ; Tüysüz, Cenk (Middle East Tech. U., Ankara) ; Rieger, Carla (Zurich, ETH) ; Dobos, Daniel (gluoNNet ; Lancaster U.) ; Potamianos, Karolos Jozef (gluoNNet ; Oxford U.) ; Vallecorsa, Sofia (CERN) ; Carminati, Federico (CERN) ; Demirköz, Bilge (Middle East Tech. U., Ankara) ; Vlimant, Jean-Roch (Caltech) ; Fracas, Fabio (Padua U.)
The expected increase in simultaneous collisions creates a challenge for accurate particle track reconstruction in High Luminosity LHC experiments. Similar challenges can be seen in non-HEP trajectory reconstruction use-cases, where tracking and track evaluation algorithms are used. [...]
SISSA, 2021 - 6 p.
- Published in : PoS ICHEP2020 (2021) 983
Fulltext: PDF;
In : 40th International Conference on High Energy Physics (ICHEP), Prague, Czech Republic, 28 Jul - 6 Aug 2020, pp.983
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5.
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Hybrid Quantum Classical Graph Neural Networks for Particle Track Reconstruction
/ Tüysüz, Cenk (Middle East Tech. U., Ankara) ; Rieger, Carla (ETH, Zurich (main)) ; Novotny, Kristiane (Lancaster U.) ; Demirköz, Bilge (Middle East Tech. U., Ankara) ; Dobos, Daniel (Lancaster U.) ; Potamianos, Karolos (Oxford U.) ; Vallecorsa, Sofia (CERN) ; Vlimant, Jean-Roch (Caltech) ; Forster, Richard (Lancaster U.)
The Large Hadron Collider (LHC) at the European Organisation for Nuclear Research (CERN) will be upgraded to further increase the instantaneous rate of particle collisions (luminosity) and become the High Luminosity LHC (HL-LHC). This increase in luminosity will significantly increase the number of particles interacting with the detector. [...]
arXiv:2109.12636.-
2021-12-01 - 20 p.
- Published in : Quant. Machine Intell. 3 (2021) 29
Fulltext: Tüysüz2021_Article_HybridQuantumClassicalGraphNeu (1) - PDF; document - PDF; 2109.12636 - PDF; Fulltext from publisher: PDF;
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6.
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A Quantum Graph Neural Network Approach to Particle Track Reconstruction
/ Tüysüz, Cenk (Middle East Tech. U., Ankara) ; Carminati, Federico (CERN) ; Demirköz, Bilge (Middle East Tech. U., Ankara) ; Dobos, Daniel (Lancaster U.) ; Fracas, Fabio (CERN ; Padua U.) ; Novotny, Kristiane ; Potamianos, Karolos (DESY) ; Vallecorsa, Sofia (CERN) ; Vlimant, Jean-Roch (Caltech)
Unprecedented increase of complexity and scale of data is expected in computation necessary for the tracking detectors of the High Luminosity Large Hadron Collider (HL-LHC) experiments. [...]
arXiv:2007.06868.
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6 p.
Fulltext
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7.
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Particle Track Reconstruction with Quantum Algorithms
/ Tüysüz, Cenk (Middle East Tech. U., Ankara ; Unlisted, TR) ; Carminati, Federico (CERN) ; Demirköz, Bilge (Middle East Tech. U., Ankara) ; Dobos, Daniel (Unlisted, CH ; Lancaster U. (main)) ; Fracas, Fabio (CERN) ; Novotny, Kristiane (Unlisted, CH) ; Potamianos, Karolos (Unlisted, CH ; DESY) ; Vallecorsa, Sofia (CERN) ; Vlimant, Jean-Roch (Caltech)
Accurate determination of particle track reconstruction parameters will be a major challenge for the High Luminosity Large Hadron Collider (HL-LHC) experiments. The expected increase in the number of simultaneous collisions at the HL-LHC and the resulting high detector occupancy will make track reconstruction algorithms extremely demanding in terms of time and computing resources. [...]
arXiv:2003.08126.-
2020 - 7 p.
- Published in : EPJ Web Conf. 245 (2020) 09013
Fulltext: 2003.08126 - PDF; fulltext1785920 - PDF; Fulltext from publisher: PDF;
In : 24th International Conference on Computing in High Energy and Nuclear Physics, Adelaide, Australia, 4 - 8 Nov 2019, pp.09013
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Using HEP expertise for social & humanitarian impact
/ Dobos, Daniel (Unlisted, CH) ; Jakab, Agnes (Unlisted, CH) ; Knaepper, Ines (CERN) ; Pfund, Elisabeth (Unlisted, CH) ; Potamianos, Karolos (DESY)
When humanitarian and social challenges from the United Nations, Red Cross and Non-Governmental Organisations meet HEP expertise impactful innovation becomes reality. THE Port association at CERN combines physicists and engineers working on HEP topics in their day job with researchers, refugees, entrepreneurs, artists, designers, humanitarian workers and other creative minds. [...]
SISSA, 2019 - 5 p.
- Published in : PoS ICHEP2018 (2019) 564
Fulltext from publisher: PDF;
In : XXXIX International Conference on High Energy Physics, Seoul, Korea, 4 - 11 Jul 2018, pp.564
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THE Port Hackathon
/ krikler, ben (speaker) ; Welsch, Wilhelmina (speaker) ; Praz, Viviane (speaker) ; Mishra, Umang (speaker) ; LARIBI, Thinhinane (speaker) ; Mundra, Surbhi (speaker) ; Ashcroft, Sophie (speaker) ; Duygu, Saykan (speaker) ; Zahedinezhad, Sara (speaker) ; Ligal, Safar (speaker) et al.
2018 - 5346.
GLOBE - Public Events; THE Port Humanitarian Hackathon: final presentations
External links: Talk details; Event details
In : THE Port Humanitarian Hackathon: final presentations
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10.
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