Topic of the Week
Tuesday 13 December 2022 -
15:00
Monday 12 December 2022
Tuesday 13 December 2022
15:00
Track reconstruction with quantum computers at the LUXE experiment
-
Federico Meloni
(
Deutsches Elektronen-Synchrotron (DE)
)
Track reconstruction with quantum computers at the LUXE experiment
Federico Meloni
(
Deutsches Elektronen-Synchrotron (DE)
)
15:00 - 16:00
Room: Sunrise - WH11NE
LUXE (Laser Und XFEL Experiment) is a proposed experiment at DESY using the electron beam of the European XFEL and a high-intensity laser. LUXE will study Quantum Electrodynamics (QED) in the strong-field regime, where QED becomes non-perturbative. One of the key measurements is the positron rate from electron-positron pair creation, which is enabled by the use of a silicon tracking detector. Precision tracking of positrons becomes very challenging at high laser intensities due to the high rates, which can be computationally expensive for classical computers. I will present the overall status of the LUXE experiment and focus on the study of quantum algorithm-based tracking. The results will be discussed in comparison with state-of-the-art classical methods using Graph Neural Networks or a Combinatorial Kalman Filter.