تقرير
Quantum Pathways for Charged Track Finding in High-Energy Collisions
| العنوان: | Quantum Pathways for Charged Track Finding in High-Energy Collisions |
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| المؤلفون: | Brown, Christopher, Spannowsky, Michael, Tapper, Alexander, Williams, Simon, Xiotidis, Ioannis |
| المصدر: | Front. Artif. Intell. 7:1339785 (2024) |
| سنة النشر: | 2023 |
| المجموعة: | High Energy Physics - Experiment High Energy Physics - Phenomenology Quantum Physics |
| مصطلحات موضوعية: | High Energy Physics - Phenomenology, High Energy Physics - Experiment, Quantum Physics |
| الوصف: | In high-energy particle collisions, charged track finding is a complex yet crucial endeavour. We propose a quantum algorithm, specifically quantum template matching, to enhance the accuracy and efficiency of track finding. Abstracting the Quantum Amplitude Amplification routine by introducing a data register, and utilising a novel oracle construction, allows data to be parsed to the circuit and matched with a hit-pattern template, without prior knowledge of the input data. Furthermore, we address the challenges posed by missing hit data, demonstrating the ability of the quantum template matching algorithm to successfully identify charged-particle tracks from hit patterns with missing hits. Our findings therefore propose quantum methodologies tailored for real-world applications and underline the potential of quantum computing in collider physics. Comment: 16 pages, 5 figues |
| نوع الوثيقة: | Working Paper |
| DOI: | 10.3389/frai.2024.1339785 |
| URL الوصول: | http://arxiv.org/abs/2311.00766 |
| رقم الأكسشن: | edsarx.2311.00766 |
| قاعدة البيانات: | arXiv |
| DOI: | 10.3389/frai.2024.1339785 |
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