Cargando…
An SQL-based approach to physics analysis
As part of the CERN openlab collaboration a study was made into the possibility of performing analysis of the data collected by the experiments at the Large Hadron Collider (LHC) through SQL-queries on data stored in a relational database. Currently LHC physics analysis is done using data stored in...
Autor principal: | |
---|---|
Lenguaje: | eng |
Publicado: |
2014
|
Materias: | |
Acceso en línea: | https://dx.doi.org/10.1088/1742-6596/513/2/022022 http://cds.cern.ch/record/2026304 |
_version_ | 1780947343520038912 |
---|---|
author | Limper, Maaike |
author_facet | Limper, Maaike |
author_sort | Limper, Maaike |
collection | CERN |
description | As part of the CERN openlab collaboration a study was made into the possibility of performing analysis of the data collected by the experiments at the Large Hadron Collider (LHC) through SQL-queries on data stored in a relational database. Currently LHC physics analysis is done using data stored in centrally produced 'ROOT-ntuple' files that are distributed through the LHC computing grid. The SQL-based approach to LHC physics analysis presented in this paper allows calculations in the analysis to be done at the database and can make use of the database's in-built parallelism features. Using this approach it was possible to reproduce results for several physics analysis benchmarks. The study shows the capability of the database to handle complex analysis tasks but also illustrates the limits of using row-based storage for storing physics analysis data, as performance was limited by the I/O read speed of the system. |
id | oai-inspirehep.net-1301960 |
institution | Organización Europea para la Investigación Nuclear |
language | eng |
publishDate | 2014 |
record_format | invenio |
spelling | oai-inspirehep.net-13019602022-08-17T13:29:04Zdoi:10.1088/1742-6596/513/2/022022http://cds.cern.ch/record/2026304engLimper, MaaikeAn SQL-based approach to physics analysisComputing and ComputersParticle Physics - ExperimentAs part of the CERN openlab collaboration a study was made into the possibility of performing analysis of the data collected by the experiments at the Large Hadron Collider (LHC) through SQL-queries on data stored in a relational database. Currently LHC physics analysis is done using data stored in centrally produced 'ROOT-ntuple' files that are distributed through the LHC computing grid. The SQL-based approach to LHC physics analysis presented in this paper allows calculations in the analysis to be done at the database and can make use of the database's in-built parallelism features. Using this approach it was possible to reproduce results for several physics analysis benchmarks. The study shows the capability of the database to handle complex analysis tasks but also illustrates the limits of using row-based storage for storing physics analysis data, as performance was limited by the I/O read speed of the system.oai:inspirehep.net:13019602014 |
spellingShingle | Computing and Computers Particle Physics - Experiment Limper, Maaike An SQL-based approach to physics analysis |
title | An SQL-based approach to physics analysis |
title_full | An SQL-based approach to physics analysis |
title_fullStr | An SQL-based approach to physics analysis |
title_full_unstemmed | An SQL-based approach to physics analysis |
title_short | An SQL-based approach to physics analysis |
title_sort | sql-based approach to physics analysis |
topic | Computing and Computers Particle Physics - Experiment |
url | https://dx.doi.org/10.1088/1742-6596/513/2/022022 http://cds.cern.ch/record/2026304 |
work_keys_str_mv | AT limpermaaike ansqlbasedapproachtophysicsanalysis AT limpermaaike sqlbasedapproachtophysicsanalysis |