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Collection and harmonization of system logs and prototypal Analytics services with the Elastic (ELK) suite at the INFN-CNAF computing centre
- Source :
- Scopus-Elsevier
- Publication Year :
- 2019
-
Abstract
- The distributed Grid infrastructure for High Energy Physics experiments at the Large Hadron Collider (LHC) in Geneva comprises a set of computing centres, spread all over the world, as part of the Worldwide LHC Computing Grid (WLCG). In Italy, the Tier-1 functionalities are served by the INFN-CNAF data center, which provides also computing and storage resources to more than twenty non-LHC experiments. For this reason, a high amount of logs are collected each day from various sources, which are highly heterogeneous and difficult to harmonize. In this contribution, a working implementation of a system that collects, parses and displays the log information from CNAF data sources and the investigation of a Machine Learning based predictive maintenance system, is presented.<br />Submitted to proceedings of International Symposium on Grids & Clouds 2019 (ISGC2019)
- Subjects :
- FOS: Computer and information sciences
Computer Science - Machine Learning
Large Hadron Collider
Database
Computer science
business.industry
Suite
FOS: Physical sciences
Computational Physics (physics.comp-ph)
computer.software_genre
Grid
Predictive maintenance
Machine Learning (cs.LG)
Set (abstract data type)
Computer Science - Distributed, Parallel, and Cluster Computing
Analytics
Data center
Distributed, Parallel, and Cluster Computing (cs.DC)
Worldwide LHC Computing Grid
business
computer
Physics - Computational Physics
log, analytics, cnaf, wlcg, computing, machine learning, elastic
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- Scopus-Elsevier
- Accession number :
- edsair.doi.dedup.....ccbf60c84ff7af6db25ffe2a75a33056