Journal of Physics Conference Series · 2023 · 13 citations · 4 references
Natural SciencesComputer SciencePhysicsParticle PhysicsQuantum ComputingQuantum MechanicsComputational Quantum MechanicsDetector TechnologyParticle DetectorsQuantum AlgorithmsQuantum ComputationQuantum SimulationCharged Particle TracksComputational Reconstruction AlgorithmsElectron-positron CollisionsParticle Tracking DetectorsReconstruction AlgorithmsSingle-particle Trajectory ReconstructionStrong-field RegimeTrack Reconstruction
Abstract The LUXE experiment (LASER Und XFEL Experiment) is a new experiment in planning at DESY Hamburg, which will study Quantum Electrodynamics (QED) at the strong-field frontier. In this regime, QED is non-perturbative. This manifests itself in the creation of physical electron-positron pairs from the QED vacuum. LUXE intends to measure the positron production rate in this unprecedented regime by using, among others, a silicon tracking detector. The large number of expected positrons traversing the sensitive detector layers results in an extremely challenging combinatorial problem, which can become computationally very hard for classical computers. This paper presents a preliminary study to explore the potential of quantum computers to solve this problem and to reconstruct the positron trajectories from the detector energy deposits. The reconstruction problem is formulated in terms of a quadratic unconstrained binary optimisation. Finally, the results from the quantum simulations are discussed and compared with traditional classical track reconstruction algorithms.
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Conceptual design report for the LUXE experiment
H. Abramowicz, Uwe Hernandez Acosta, M. Altarelli et al. · The European Physical Journal Special Topics · 2021 · 198 citations · Full text
Natural Sciences, Physics, Optics +12
Hybrid Quantum Classical Graph Neural Networks for Particle Track Reconstruction
Cenk Tüysüz, Carla Rieger, Kristiane Novotny et al. · arXiv (Cornell University) · 2021 · 60 citations · Full text
Computing, Computer Science, Physics +17