The Analysis Description Language ecosystem: Latest developments and physics applications

  • Sekmen, Sezen; 
  • Unel, Gokhan; 
  • Prosper, Harrison Bertrand; 
  • Fedyukovich, Grigory; 
  • Riley, Daniel; 
  • 외 9명
Citations

SCOPUS

0

초록

We present latest developments in Analysis Description Language (ADL), a declarative domain-specific language describing the physics algorithm of a HEP data analysis decoupled from software frameworks. Analyses written in ADL can be integrated into any framework for various tasks. ADL is a multipurpose construct with uses ranging from analysis design to preservation, reinterpretation, queries, visualisation, combination, etc. The most advanced infrastructure to execute ADL on events is the CutLang runtime interpreter. Recent technical developments include an automated interface with different data types, generation of the abstract syntax tree, a visualization tool that that auto-converts analysis flows to graphs, incorporation of trained machine learning models and a Jupyter-based plotting tool. We also report physics implications including a large scale LHC analysis implementation and validation effort for beyond the standard model reinterpretation purposes and studies with ATLAS and CMS open data. © Copyright owned by the author(s) under the terms of the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License (CC BY-NC-ND 4.0).

제목
The Analysis Description Language ecosystem: Latest developments and physics applications
저자
Sekmen, Sezen; Unel, Gokhan; Prosper, Harrison Bertrand; Fedyukovich, Grigory; Riley, Daniel; Sen, Burak; Waltenberger, Wolfgang; Lee, Junghyun; Adıgüzel, Aytul; Özcan, Erkcan; Sansar, Ahmetcan; Demirbağ, Demircan; Şahan, Kağan; Başpehlivan, Feyza
DOI
10.22323/1.476.1056
발행일
2025-04-29
유형
Conference paper
저널명
Proceedings of Science
권
476