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arXiv · 2210.02489

Charged Particle Tracking in Real-Time Using a Full-Mesh Data Delivery Architecture and Associative Memory Techniques

Abstract

We present a flexible and scalable approach to address the challenges of charged particle track reconstruction in real-time event filters (Level-1 triggers) in collider physics experiments. The method described here is based on a full-mesh architecture for data distribution and relies on the Associative Memory approach to implement a pattern recognition algorithm that quickly identifies and organizes hits associated to trajectories of particles originating from particle collisions. We describe a successful implementation of a demonstration system composed of several innovative hardware and algorithmic elements. The implementation of a full-size system relies on the assumption that an Associative Memory device with the sufficient pattern density becomes available in the future, either through a dedicated ASIC or a modern FPGA. We demonstrate excellent performance in terms of track reconstruction efficiency, purity, momentum resolution, and processing time measured with data from a simulated LHC-like tracking detector.

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Sudha Ajuha, Ailton Akira Shinoda, Lucas Arruda Ramalho, Guillaume Baulieu, Gaelle Boudoul, Massimo Casarsa, Andre Cascadan, Emyr Clement, Thiago Costa de Paiva, Souvik Das, Suchandra Dutta, Ricardo Eusebi, Giacomo Fedi, Vitor Finotti Ferreira, Kristian Hahn, Zhen Hu, Sergo Jindariani, Jacobo Konigsberg, Tiehui Liu, Jia Fu Low, Emily MacDonald, Jamieson Olsen, Fabrizio Palla, Nicola Pozzobon, Denis Rathjens, Luciano Ristori, Roberto Rossin, Kevin Sung, Nhan Tran, Marco Trovato, Keith Ulmer, Mario Vaz, Sebastien Viret, Jin-Yuan Wu, Zijun Xu, Silvia Zorzetti. 2022-10-05. Charged Particle Tracking in Real-Time Using a Full-Mesh Data Delivery Architecture and Associative Memory Techniques. https://doi.org/10.1088/1748-0221/17/12/p12002

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