Quantum speedup for track reconstruction in particle accelerators

التفاصيل البيبلوغرافية
العنوان: Quantum speedup for track reconstruction in particle accelerators
المؤلفون: Magano, Duarte, Kumar, Akshat, Kālis, Mārtiņš, Locāns, Andris, Glos, Adam, Pratapsi, Sagar, Quinta, Gonçalo, Dimitrijevs, Maksims, Rivošs, Aleksander, Bargassa, Pedrame, Seixas, João, Ambainis, Andris, Omar, Yasser
المصدر: Physical Review D 105 (2022) 076012
سنة النشر: 2021
المجموعة: High Energy Physics - Experiment
Quantum Physics
مصطلحات موضوعية: Quantum Physics, High Energy Physics - Experiment
الوصف: To investigate the fundamental nature of matter and its interactions, particles are accelerated to very high energies and collided inside detectors, producing a multitude of other particles that are scattered in all directions. As charged particles traverse the detector, they leave signals of their passage. The problem of track reconstruction is to recover the original trajectories from these signals. This challenging data analysis task will become even more demanding as the luminosity of future accelerators increases, leading to collision events with a more complex structure. We identify four fundamental routines present in every local tracking method and analyse how they scale in the context of a standard tracking algorithm. We show that for some of these routines we can reach a lower computational complexity with quantum search algorithms. Although the found quantum speedups are mild, this constitutes, to the best of our knowledge, the first rigorous evidence of a quantum advantage for a high-energy physics data processing task.
Comment: See our talk about the paper at https://www.youtube.com/watch?v=6fJe_5kMUCU&t=1s. Version 2 contains slight generalization to local track reconstruction algorithms. Version 3 includes an appendix comparing our approach with previous works
نوع الوثيقة: Working Paper
DOI: 10.1103/PhysRevD.105.076012
URL الوصول: http://arxiv.org/abs/2104.11583
رقم الأكسشن: edsarx.2104.11583
قاعدة البيانات: arXiv
الوصف
DOI:10.1103/PhysRevD.105.076012