ATLAS Data Analysis Ontology: ontological representation of investigations DKB Meeting.

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Presentation transcript:

ATLAS Data Analysis Ontology: ontological representation of investigations DKB Meeting

PanDA Workshop Apr 21-22 2016 at CERN Goals of DKB: This was in the context of a conversation on whether we can/should work to capture and present the whole process from physicist idea ➡ production intent ➡ production request ➡ production status ➡ completion of the full processing chain ➡ available data With ability to drill down within that chain for processing status, data availability, configuration and so on, drawing on content in prodsys, AMI, Rucio etc Data Sources: PanDA/JEDI, DEFT, Rucio, AMI, AGIS, JIRA, googledocs, ... Currently R&D project, proceed to realistic use cases after a May technical/planning meeting at CERN

CISP: Core Information about Scientific Papers EXPO: Ontology of scientific experiments Identifies the main components of scientific investigations Metadata about the content of scientific papers CISP classes: Goal of Investigation Motivation Object of investigation Research Method Experiment Observation Result Conclusion A very complete ontology about scientific experiments proposed proposed at the University of Wales, Aberystwyth ~200 concepts to allow providing a formal description of experiments for efficient analysis EXPO classes: Experimental design strategy Fact Field of study Procedure Variable Experimental technology Scientific activity Hypotesis forming Interpreting results

EXPO fragment

Detector Final State

ATLAS Data Analysis Ontology Classes Data Analysis Description: Data Analysis Unique Identifier [Ref.Code from GLANCE “TOPQ-2016-03”] Short Title [“MS dilepton top mass at 8 TeV”] Full Title [“Measurement of the Top Quark Mass in the dilepton channel from 8 TeV ATLAS Data”] Analysis Team Status (active, finished,…) Experimental model: Detector Final State: Luminosity [8 TeV, …] Energy [20 femtobarn⁻¹, …] Data Used [Run 1, Run 2, …] Year [YYYY] Other parameters SW Release ATLAS Data Samples Monte Carlo data samples LHC Data Samples Data Processing Chain LHC Data Processing Monte-Carlo Data Processing Data analysis is classified by the following categories: Physical topics (Standard Model physics, Higgs physics, SUSY, B-physics and light states, Exotics, Top physics, …) Physical groups (FTAG, BPHY, REPR, TOPQ, ANALYSIS, Exotics, etc) Sub Groups Project (mc12_8TeV, mc12_13TeV, data10_7TeV, data11_2p76TeV, …) Campaign/subcampaign Domain of experiment (NML Classification, Library of Congress, DDC (Dewey) Classification) Experimental Results Publications & Conf Notes

Experimental model Data Processing Chain Detector Final State: Luminosity Energy Data Used SW Release Data Processing Chain LHC Data Processing Trigger Reconstruction Derivation Monte-Carlo Data Processing Generation Simulation Digitization We can use DetectorFinalState ontology, proposed in this paper: http://dase.cs.wright.edu/sites/default/files/WOP2015_pattern_abstract_5.pdf

Data Samples attributes: ATLAS Data Samples Data Samples attributes: Dataset ID Dataset type Project Stream Generator Data format Production step Number of files Number of events Total size Data formats RAW ADO DADO EVNT HITS Dataset types Real Data Monte Carlo (MC) Triggers The first level trigger (LVL1) the second level trigger (LVL2) the High Level Trigger (HLT) Streams Muon Egamma … Data samples Signal Production (ggF, VBF, VH, ttH) Decay Background Category (Top, WW, ZV, ZX, Higgs) Process (t¯t+ boson, t + boson, WW, ZZ, …) Generator (MADGRAPH, POWHEG, SHERPA, Pythia, Pythia8)