3 research outputs found
Physics and Computing Performance of the Exa.TrkX TrackML Pipeline
- Author
- Atkinson Markus
- Aurisano Adam
- Ballow Alex
- Calafiura Paolo
- Cerati Giuseppe
- Chauhan Aditi
- Choma Nicholas
- Conlon Sean
- DeZoort Gage
- Farrell Steve
- Gray Lindsey
- Hewes Jeremy
- Hsu Shih-Chieh
- Ju Xiangyang
- Klijnsma Thomas
- Kowalkowski Jim
- Lazar and Alina
- Murnane Daniel
- Neubauer Mark
- Schuy Alex
- Spiropulu Maria
- Thais Savannah
- Vlimant Jean-Roch
- Xu Yaoyuan
- Publication venue
- Publication date
- 11/03/2021
- Field of study
The Exa.TrkX project has applied geometric learning concepts such as metric
learning and graph neural networks to HEP particle tracking. The Exa.TrkX
tracking pipeline clusters detector measurements to form track candidates and
filters them. The pipeline, originally developed using the TrackML dataset (a
simulation of an LHC-like tracking detector), has been demonstrated on various
detectors, including the DUNE LArTPC and the CMS High-Granularity Calorimeter.
This paper documents new developments needed to study the physics and computing
performance of the Exa.TrkX pipeline on the full TrackML dataset, a first step
towards validating the pipeline using ATLAS and CMS data. The pipeline achieves
tracking efficiency and purity similar to production tracking algorithms.
Crucially for future HEP applications, the pipeline benefits significantly from
GPU acceleration, and its computational requirements scale close to linearly
with the number of particles in the event
Appendix
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Proceedings Of The 23Rd Paediatric Rheumatology European Society Congress: Part Two
- Author
- A. Baheti
- A. Civino
- A. Consolaro
- A. De Fanti
- A. Insalaco
- A. Kardolus
- A. Martini
- A. Martini
- A. N. Olivieri
- A. Ravelli
- A. Speziale
- Ada B. Sinoplu
- Adele Civino
- Adelina Tsakova
- Adrian Liston
- Adriana Albu
- Adriana Diaz-Maldonado
- Adriana E. M. Sallum
- Adriana M. E. Sallum
- Adriana M. Sallum
- Adriana Rodriguez Vidal
- Agostino Nocerino
- Agustin Remesal
- Aida Koka
- Akihiko Saitoh
- Akihiro Yachie
- Alan Easton
- Albena Telcharova
- Alberto Martini
- Alberto Martini
- Alberto Martini
- Alberto Martini
- Alberto Martini
- Alberto Martini
- Alberto Martini
- Alberto Martini
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- Alberto Martini
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- Alessandra Alongi
- Alessandra Alongi
- Alessandra Carobbio
- Alessandra Ferrari
- Alessandra Pontillo
- Alessandra Tesser
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- Alessandra Tricarico
- Alessandro Consolaro
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- Alexey Maletin
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- Takuji Murata
- Tamaki Nakamura
- Tamar Rubinstein
- Tamara M. Yuraga
- Tamara M. Yuraga
- Tamas Constantin
- Tania Amin
- Tania M. Castro
- Tatiana Bzarova
- Tatiana Gonzalez
- Tatiana Gonzalez
- Tatiana Sleptsova
- Tatiana V. Viktorova
- Tatjana Freye
- Tatyana Bzarova
- Terence Flood
- Teresa Simon
- Thaschawee Arkachaisri
- the Nordic Study Group of Pediatric Rheumatology (NoSPeR)
- Thita Pacharapakornpong
- Thomas Giner
- Thomas Griffin
- Thomas Stock
- Thomas Vogl
- Thomas Zumbrunn
- Tim Rapley
- Tim Rapley
- Timothy Beukelman
- Timothy R. Radstake
- Tina Hinnershitz
- Tobias Schwarz
- Tom Wolfs
- Tommy Gerschman
- Tomo Nozawa
- Tomohiro Kubota
- Toshitaka Kizawa
- Toshiyuki Kitoh
- Troels Herlin
- Troels Herlin
- Troels Herlin
- Troels Herlin
- Tsuyoshi Yamatou
- Tufan Kutlu
- Tulay Erkan
- UK JSLE study group supported by the National Institute of Health Research Clinical Research Network
- Ulrich Salzer
- Ulrika Järpemo Nykvist
- Umberto Conte
- Umberto Corpora
- Umberto Garagiola
- Ursula Fearon
- Utako Kaneko
- V. Gerloni
- Vahid Ziaee
- Vahid Ziaee
- Valda Stanevica
- Valda Stanevicha
- Valda Stanevicha
- Valda Stanevicha
- Valda Staņēviča
- Valentin Brodszky
- Valentina Leone
- Valentina Marzetti
- Valentina Muratore
- Valentina Muratore
- Valentina Muratore
- Valentina Seraya
- Valérie Badot
- Vanessa M. Silva
- Vania Schinzel
- Vania Schinzel
- Vasiliki Tzimouli
- Vasiliko Dermentzoglou
- Veronica Medeghini
- Veronica Medeghini
- Veronica Moshe
- Veronika G. Rypdal
- Vibeke Strand
- Vignesh Pandiarajan
- Viktor A. Malievsky
- Vinícius L. Braga
- Vinícius L. Braga
- Violeta Panaviene
- Violeta Panaviene
- Virginia Messia
- Vita Dolžan
- Vitor A. Teixeira
- Véronique Hentgen
- W. van Dijk
- Walter Ferlin
- Walter Ferlin
- Walter G. Ferlin
- Wendy Thomson
- Wilco de Jager
- Wilco de Jager
- Wilco de Jager
- William Robinson
- X. Wei
- Y. K. O. Teng
- Y. K. O. Teng
- Y. K. O. Teng
- Yanick Crow
- Yara Barrense-Dias
- Yasin Sahin
- Yasuo Nakagishi
- Yasuo Nakagishi
- Yelda Bilginer
- Yelda Bilginer
- Yi-jin Gao
- Yildirim Karsioglu
- Yildirim Karslioglu
- Yonatan Butbul Aviel
- Yonit Reis
- Yosef Uziel
- Yosef Uziel
- Yoshifumi Kawano
- Yuichi Yamasaki
- Yuki Kimura
- Yuko Sugita
- Z. Birsin Ozcakar
- Z. Guo
- Zahra Hadipour
- Zane Dāvidsone
- Zbigniew Zuber
- Zbigniew Zuber
- Zehra S. Arıcı
- Zelal Ekinci
- Zeynep Birsin Özçakar
- Zohreh Nademi
- Zoilo Morel
- Zoë Johnson
- Zubeyde Gunduz
- Publication venue
- 'Springer Science and Business Media LLC'
- Publication date
- 01/01/2017
- Field of study
PubMe