Journal Article/Contribution to a conference proceedings GSI-2026-00239

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Application of Linear and Non-Linear Constraints in a Brute-Force-Based Alignment Approach for CBM

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2025
EDP Sciences Les Ulis

27th International Conference on Computing in High Energy and Nuclear Physics (CHEP 2024), CHEP 2024, KrakowKrakow, Poland, 21 Oct 2024 - 25 Oct 20242024-10-212024-10-25 The European physical journal / Web of Conferences 337, 01229 () [10.1051/epjconf/202533701229]

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Abstract: The Compressed Baryonic Matter (CBM) experiment at FAIR will operate at interaction rates up to 10 MHz, generating data streams averaging 500 GB/s. This necessitates efficient online reconstruction capabilities, particularly for the Silicon Tracking System (STS), which is the key detector for track reconstruction and contributes a large fraction of the expected data volume. We present a GPU-accelerated hit reconstruction chain for the STS that achieves a 128 speedup over the sequential CPU implementation. The implementation features optimized data structures reducing memory footprint, parallel algorithms for sorting, cluster finding, and hit reconstruction, and portability across GPU architectures. Our custom merge sort outperforms library implementations by 10 % while using 33 % less memory. Cluster finding employs a twophase approach with atomic operations for thread-safe connections between signal clusters. Even before GPU acceleration, algorithmic improvements provide a 3 speedup in single-threaded execution. Both NVIDIA and AMD GPUs achieve comparable performance of approximately 0.12 s on a timeframe containing 1000 Au+Au events. The reconstruction chain was successfully deployed during the May 2024 mCBM beamtime, processing data rates up to 2.4 GB/s in real-time, demonstrating its viability for CBM’s triggerless data acquisition approach.

Classification:

Note: This is an open access article distributed under the terms of the Creative Commons Attribution License 4.0 (https://creativecommons.org/licenses/by/4.0/)

Contributing Institute(s):
  1. CBM (CBM)
  2. Collaboration FAIR: CBM (CBM@FAIR)
Research Program(s):
  1. 612 - Cosmic Matter in the Laboratory (POF4-612) (POF4-612)
  2. 05P21RFFC1 - Verbundprojekt 05P2021 (ErUM-FSP T06) - Aufbau von CBM bei FAIR: Bau des First-Level Event Selectors (FLES) für das CBM-Experiment an FAIR (BMBF-05P21RFFC1) (BMBF-05P21RFFC1)
Experiment(s):
  1. External experiment at external facility/ no experiment at GSI (other)

Appears in the scientific report 2025
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Medline ; Creative Commons Attribution CC BY 4.0 ; DOAJ ; OpenAccess ; DOAJ Seal ; SCOPUS
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 Record created 2026-01-14, last modified 2026-01-19