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Artificial neural networks are already widely used for physics analysis, but there are only few applications within low-level hardware triggers, and typically only with small networks. Modern high-end FPGAs offer Tera-scale arithmetic…

Instrumentation and Detectors · Physics 2020-01-29 N. Nottbeck , C. Schmitt , V. Büscher

The first level trigger of the CMS experiment is comprised of custom electronics that process data from the electromagnetic and hadron calorimeters and three technologies of muon detectors in order to select the most interesting events from…

High Energy Physics - Experiment · Physics 2019-08-13 J. Brooke

A sophisticated trigger system, capable of real-time track reconstruction, is used in the ATLAS experiment to select interesting events in the proton-proton collisions at the Large Hadron Collider at CERN. A set of $b$-jet triggers was…

High Energy Physics - Experiment · Physics 2015-06-03 Andrea Coccaro

Proton-proton collisions at sqrt{s} = 7 TeV and heavy ion collisions at sqrt{s_NN} = 2.76 TeV were produced by the LHC and recorded using the ATLAS experiment's trigger system in 2010. The LHC is designed with a maximum bunch crossing rate…

High Energy Physics - Experiment · Physics 2012-08-27 The ATLAS Collaboration

High-Level Synthesis (HLS) has transformed the development of complex Hardware IPs (HWIP) by offering abstraction and configurability through languages like SystemC/C++, particularly for Field Programmable Gate Array (FPGA) accelerators in…

Cryptography and Security · Computer Science 2024-05-31 Mukta Debnath , Animesh Basak Chowdhury , Debasri Saha , Susmita Sur-Kolay

This book focuses on the use of algorithmic high-level synthesis (HLS) to build application-specific FPGA systems. Our goal is to give the reader an appreciation of the process of creating an optimized hardware design using HLS. Although…

Hardware Architecture · Computer Science 2018-05-11 Ryan Kastner , Janarbek Matai , Stephen Neuendorffer

Large Language Models (LLMs) have shown promising progress for generating Register Transfer Level (RTL) hardware designs, largely because they can rapidly propose alternative architectural realizations. However, single-shot LLM generation…

Hardware Architecture · Computer Science 2026-04-20 Shiva Ahir , Prajna Bhat , Alex Doboli

This proceedings describes the XFT stereo upgrade for the CDF Level 2 trigger system. Starting with the stereo finder boards, up to the XFT stereo track algorithim implementation in the Level 2 PC. This proceedings will discuss the…

Instrumentation and Detectors · Physics 2008-08-06 David Cox

LLM systems must make control decisions in addition to generating outputs: whether to answer, clarify, retrieve, call tools, repair, or escalate. In many current architectures, these decisions remain implicit within generation, entangling…

Artificial Intelligence · Computer Science 2026-04-02 Wei Sun

To fully exploit the physics potential of current and future high energy particle colliders, machine learning (ML) can be implemented in detector electronics for intelligent data processing and acquisition. The implementation of ML in…

Instrumentation and Detectors · Physics 2024-11-19 Haoyi Jia , Abhilasha Dave , Julia Gonski , Ryan Herbst

The implementation of convolutional neural networks in programmable logic, for applications in fast online event selection at hadron colliders is studied. In particular, an approach based on full event images for classification is studied,…

Instrumentation and Detectors · Physics 2025-03-13 James Brooke , Emyr Clement , Maciej Glowacki , Sudarshan Paramesvaran , Jeronimo Segal

ALICE (A Large Heavy Ion Experiment) is one of the four large scale experiments at the Large Hadron Collider (LHC) at CERN. The High Level Trigger (HLT) is an online computing farm, which reconstructs events recorded by the ALICE detector…

The Phase-I trigger readout electronics upgrade of the ATLAS Liquid Argon calorimeters enhances the physics reach of the experiment during the upcoming operation at increasing Large Hadron Collider luminosities. The new system, installed…

Instrumentation and Detectors · Physics 2022-05-17 G. Aad , A. V. Akimov , K. Al Khoury , M. Aleksa , T. Andeen , C. Anelli , N. Aranzabal , C. Armijo , A. Bagulia , J. Ban , T. Barillari , F. Bellachia , M. Benoit , F. Bernon , A. Berthold , H. Bervas , D. Besin , A. Betti , Y. Bianga , M. Biaut , D. Boline , J. Boudreau , T. Bouedo , N. Braam , M. Cano Bret , G. Brooijmans , H. Cai , C. Camincher , A. Camplani , S. Cap , A. Carbone , J. W. S. Carter , S. V. Chekulaev , H. Chen , K. Chen , N. Chevillot , M. Citterio , B. Cleland , M. Constable , S. de Jong , A. M. Deiana , M. Delmastro , B. Deng , H. Deschamps , C. Diaconu , A. Dik , B. Dinkespiler , N. Dumont Dayot , A. Emerman , Y. Enari , P. J. Falke , J. Farrell , W. Fielitz , E. Fortin , J. Fragnaud , S. Franchino , L. Gantel , K. Gigliotti , D. Gong , A. Grabas , P. Grohs , N. Guettouche , T. Guillemin , D. Guo , J. Guo , L. Hasley , C. Hayes , R. Hentges , L. Hervas , M. Hils , J. Hobbs , A. Hoffman , D. Hoffmann , P. Horn , T. Hryn'ova , L. Iconomidou-Fayard , R. Iguchi , T. James , K. Johns , T. Junkermann , C. Kahra , E. F. Kay , R. Keeler , S. Ketabchi Haghighat , P. Kinget , E. Knoops , A. Kolbasin , P. Krieger , J. Kuppambatti , L. L. Kurchaninov , E. Ladygin , S. Lafrasse , M. P. J. Landon , F. Lanni , S. Latorre , D. Laugier , M. Lazzaroni , X. Le , P. Le Bourlout , C. A. Lee , M. Lefebvre , M. A. L. Leite , C. Leroy , X. Li , Z. Li , F. Liang , H. Liu , C. Liu , T. Liu , H. Ma , L. L. Ma , D. J. Mahon , U. Mallik , B. Mansoulie , A. L. Maslennikov , N. Matsuzawa , R. A. McPherson , S. Menke , A. Milic , Y. Minami , E. Molina , E. Monnier , N. Morange , L. Morvaj , J. Mueller , C. Mwewa , R. Narayan , N. Nikiforou , I. Ochoa , R. Oishi , D. Oliveira Damazio , R. E. Owen , C. Pancake , D. K. Panchal , G. Perrot , M. -A. Pleier , P. Poffenberger , R. Porter , S. Quan , J. Rabel , A. Roy , J. P. Rutherfoord , F. Sabatini , F. Salomon , E. Sauvan , A. C. Schaffer , R. D. Schamberger , Ph. Schwemling , C. Secord , L. Selem , K. Sexton , E. Shafto , M. V. Silva Oliveira , S. Simion , S. Singh , W. Sippach , A. A. Snesarev , S. Snyder , M. Spalla , S. Stärz , A. Straessner , P. Strizenec , R. Stroynowski , V. V. Sulin , J. Tanaka , S. Tang , S. Tapprogge , G. F. Tartarelli , G. Tateno , K. Terashi , S. Tisserant , D. Tompkins , G. Unal , M. Unal , K. Uno , A. Vallier , S. Vieira de Souza , R. Walker , Q. Wang , C. Wang , R. Wang , M. Wessels , I. Wingerter-Seez , K. Wolniewicz , W. Wu , Z. Xiandong , R. Xu , H. Xu , S. Yamamoto , Y. Yang , J. Ye , H. Zaghia , J. Zang , T. Zhang , H. L. Zhu , V. Zhulanov , E. Zonca , G. Zuk

The ATLAS Fast TracKer (FTK) was designed to provide full tracking for the ATLAS high-level trigger by using pattern recognition based on Associative Memory (AM) chips and fitting in high-speed field programmable gate arrays. The tracks…

Instrumentation and Detectors · Physics 2021-07-07 ATLAS Collaboration

We present ATLAS-RTC, a runtime control system for autoregressive language models that enforces structured output during decoding. ATLAS-RTC monitors generation at each step, detects drift from output contracts using lightweight signals,…

Machine Learning · Computer Science 2026-04-07 Christopher Cruz

High-level synthesis (HLS) has enabled the rapid development of custom hardware circuits for many software applications. However, developing high-performance hardware circuits using HLS is still a non-trivial task requiring expertise in…

Hardware Architecture · Computer Science 2025-01-17 Suhail Basalama , Jason Cong

Large language models (LLMs) have catalyzed an upsurge in automatic code generation, garnering significant attention for register transfer level (RTL) code generation. Despite the potential of RTL code generation with natural language, it…

Hardware Architecture · Computer Science 2024-08-14 Chenwei Xiong , Cheng Liu , Huawei Li , Xiaowei Li

The ALICE High Level Trigger has to process data online, in order to select interesting (sub)events, or to compress data efficiently by modeling techniques. Focusing on the main data source, the Time Projection Chamber (TPC), we present two…

Instrumentation and Detectors · Physics 2015-06-26 V. Lindenstruth , C. Loizides , D. Roehrich , B. Skaali , T. Steinbeck , R. Stock , H. Tilsner , K. Ullaland , A. Vestbo , T. Vik

C/C++/OpenCL-based high-level synthesis (HLS) becomes more and more popular for field-programmable gate array (FPGA) accelerators in many application domains in recent years, thanks to its competitive quality of results (QoR) and short…

Hardware Architecture · Computer Science 2021-05-07 Yuze Chi , Licheng Guo , Jason Lau , Young-kyu Choi , Jie Wang , Jason Cong

ARTUS is an event-based data-processing framework for high energy physics experiments. It is designed for large-scale data analysis in a collaborative environment. The architecture design choices take into account typical challenges and are…

High Energy Physics - Experiment · Physics 2015-11-04 Joram Berger , Fabio Colombo , Raphael Friese , Dominik Haitz , Thomas Hauth , Thomas Müller , Günter Quast , Georg Sieber