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The physics programme of the LHCb experiment at the Large Hadron Collider requires an efficient and precise reconstruction of the particle collision vertices. The LHCb Upgrade detector relies on a fully software-based trigger with an online…

In this paper, we discuss the way advanced machine learning techniques allow physicists to perform in-depth studies of the realistic operating modes of the detectors during the stage of their design. Proposed approach can be applied to both…

Instrumentation and Detectors · Physics 2021-02-03 F. Ratnikov , D. Derkach , A. Boldyrev , A. Shevelev , P. Fakanov , L. Matyushin

Full detector simulation was among the largest CPU consumer in all CERN experiment software stacks for the first two runs of the Large Hadron Collider (LHC). In the early 2010's, the projections were that simulation demands would scale…

The recent upgrade of the LHCb experiment pushes data processing rates up to 40 Tbit/s. Out of the whole reconstruction sequence, one of the most time consuming algorithms is the calorimeter reconstruction. It aims at performing a…

High Energy Physics - Experiment · Physics 2022-12-22 Núria Valls Canudas , Míriam Calvo Gómez , Xavier Vilasís-Cardona , Elisabet Golobardes Ribé

An evolved real-time data processing strategy is proposed for high-energy physics experiments, and its implementation at the LHCb experiment is presented. The reduced event model allows not only the signal candidate firing the trigger to be…

High Energy Physics - Experiment · Physics 2019-06-05 R. Aaij , S. Benson , M. De Cian , A. Dziurda , C. Fitzpatrick , E. Govorkova , O. Lupton , R. Matev , S. Neubert , A. Pearce , H. Schreiner , S. Stahl , M. Vesterinen

Accurate and fast simulation of particle physics processes is crucial for the high-energy physics community. Simulating particle interactions with detectors is both time consuming and computationally expensive. With the proton-proton…

High Energy Physics - Experiment · Physics 2021-08-26 Ali Hariri , Darya Dyachkova , Sergei Gleyzer

As the particle physics community needs higher and higher precisions in order to test our current model of the subatomic world, larger and larger datasets are necessary. With upgrades scheduled for the detectors of colliding-beam…

Data Analysis, Statistics and Probability · Physics 2025-09-09 Fotis I. Giasemis

Real-time data processing is one of the central processes of particle physics experiments which require large computing resources. The LHCb (Large Hadron Collider beauty) experiment will be upgraded to cope with a particle bunch collision…

To enhance the efficiency, scalability, and cross-survey applicability of stellar parameter inference in large spectroscopic datasets, we present a modular, parallelized Python framework with automated error estimation, built on the LAMOST…

Physicists at the Large Hadron Collider (LHC) rely on detailed simulations of particle collisions to build expectations of what experimental data may look like under different theory modeling assumptions. Petabytes of simulated data are…

High Energy Physics - Experiment · Physics 2018-02-06 Michela Paganini , Luke de Oliveira , Benjamin Nachman

The simulation of the ATLAS detector is a major challenge, given the complexity of the detector and the demanding environment of the LHC. The apparatus, one of the biggest and most complex ever designed, requires a detailed, flexible and,…

Data Analysis, Statistics and Probability · Physics 2007-05-23 A. Rimoldi , A. Dell'Acqua

After a highly successful first data taking period at the LHC, the LHCb experiment developed a new trigger strategy with a real-time reconstruction, alignment and calibration for Run II. This strategy relies on offline-like track…

Instrumentation and Detectors · Physics 2017-11-23 Marian Stahl

The upgraded CERN LHCb detector, due to start data taking in 2021, will have to reconstruct 4 TB/s of raw detector data in real time using commodity processors. This is one of the biggest real-time data processing challenges in any…

Instrumentation and Detectors · Physics 2020-08-26 Arthur Hennequin , Benjamin Couturier , Vladimir Gligorov , Sebastien Ponce , Renato Quagliani , Lionel Lacassagne

In Run 3 of the LHC the LHCb experiment faces very high data rates containing beauty and charm hadron decays. Thus the task of the trigger is not to select any beauty and charm events, but to select those containing decays interesting for…

Instrumentation and Detectors · Physics 2023-07-12 Paul Andre Günther

The interpretation of Large Hadron Collider (LHC) data in the framework of Beyond the Standard Model (BSM) theories is hampered by the need to run computationally expensive event generators and detector simulators. Performing statistically…

High Energy Physics - Phenomenology · Physics 2016-11-14 Gianfranco Bertone , Marc Peter Deisenroth , Jong Soo Kim , Sebastian Liem , Roberto Ruiz de Austri , Max Welling

A major LHCb detector upgrade will be installed during long shutdown~4 (LS4) of the CERN Large Hadron Collider. The experiment will operate at a maximum luminosity of up to $1.5\times 10^{34}\mathrm{cm}^{-2}\mathrm{s}^{-1}$, with acceptance…

High Energy Physics - Experiment · Physics 2025-04-07 LHCb collaboration

The LHCb collaboration has redesigned its trigger to enable the full offline detector reconstruction to be performed in real time. Together with the real-time alignment and calibration of the detector, and a software infrastructure to make…

High Energy Physics - Experiment · Physics 2019-06-26 R. Aaij , S. Akar , J. Albrecht , M. Alexander , A. Alfonso Albero , S. Amerio , L. Anderlini , P. d'Argent , A. Baranov , W. Barter , S. Benson , D. Bobulska , T. Boettcher , S. Borghi , E. E. Bowen , L. Brarda , C. Burr , J. -P. Cachemiche , M. Calvo Gomez , M. Cattaneo , H. Chanal , M. Chapman , M. Chebbi , M. Chefdeville , P. Ciambrone , J. Cogan , S. -G. Chitic , M. Clemencic , J. Closier , B. Couturier , M. Daoudi , K. De Bruyn , M. De Cian , O. Deschamps , F. Dettori , F. Dordei , L. Douglas , K. Dreimanis , L. Dufour , G. Dujany , P. Durante , P. -Y. Duval , A. Dziurda , S. Esen , C. Fitzpatrick , M. Fontanna , M. Frank , M. Van Veghel , C. Gaspar , D. Gerstel , Ph. Ghez , K. Gizdov , V. V. Gligorov , E. Govorkova , L. A. Granado Cardoso , L. Grillo , I. Guz , F. Hachon , J. He , D. Hill , W. Hu , W. Hulsbergen , P. Ilten , Y. Li , C. P. Linn , O. Lupton , D. Johnson , C. R. Jones , B. Jost , M. Kenzie , R. Kopecna , P. Koppenburg , M. Kreps , R. Le Gac , R. Lefèvre , O. Leroy , F. Machefert , G. Mancinelli , S. Maddrell-Mander , J. F. Marchand , U. Marconi , C. Marin Benito , M. Martinelli , D. Martinez Santos , R. Matev , E. Michielin , S. Monteil , A. Morris , M. -N. Minard , H. Mohamed , M. J. Morello , P. Naik , S. Neubert , N. Neufeld , E. Niel , A. Pearce , P. Perret , F. Polci , J. Prisciandaro , C. Prouve , A. Puig Navarro , M. Ramos Pernas , G. Raven , F. Rethore , V. Rives Molina , P. Robbe , G. Sarpis , F. Sborzacchi , M. Schiller , R. Schwemmer , B. Sciascia , J. Serrano , P. Seyfert , M. -H. Schune , M. Smith , A. Solomin , M. Sokoloff , P. Spradlin , M. Stahl , S. Stahl , B. Storaci , S. Stracka , M. Szymanski , M. Traill , A. Usachov , S. Valat , R. Vazquez Gomez , M. Vesterinen , B. Voneki , M. Wang , C. Weisser , M. Whitehead , M. Williams , M. Winn , M. Witek , Z. Xiang , A. Xu , Z. Xu , H. Yin , Y. Zhang , Y. Zhou

HEP-Frame is a new C++ package designed to efficiently perform analyses of data sets from a very large number of events, like those available at the Large Hadron Collider (LHC) at CERN, Geneva. It mainly targets high performance servers and…

High Energy Physics - Experiment · Physics 2023-03-10 A. Pereira , A. Onofre , A. Proenca

Real-time data processing is a central aspect of particle physics experiments with high requirements on computing resources. The LHCb experiment must cope with the 30 million proton-proton bunches collision per second rate of the Large…

The LHCb experiment is designed to perform high-precision measurements of CP violation and search for New Physics using the enormous flux involving beauty and charm quarks produced at the LHC. The operation and the results obtained from the…

Instrumentation and Detectors · Physics 2013-10-02 Federico Alessio