Karlsruhe School of Elementary Particle and Astroparticle Physics: Science and Technology (KSETA)

Isabel Haide

Information

Research Project

Preliminary title: Algorithm Development for Trigger Clustering in the Electromagnetic Calorimeter at Belle II

Supervisor: Prof. Dr. Torben Ferber
Second Supervisor: Prof. Dr. Markus Klute

Master's Thesis

Fast Simulation and Validation of the Time of Propagation Detector at the Belle II Experiment

Date: July 16th, 2021

Referee: Prof. Dr. Günther Quast
Second Referee: Prof. Dr. Ulrich Husemann
Supervisor: Dr. James Kahn

Publications

Reviewed Publications

publications-reviewed
[1] F. Wemmer, I. Haide et al.
Photon Reconstruction in the Belle II Calorimeter Using Graph Neural Networks. Comput. Softw. Big Sci., 7(1):13, 2023. [ bib | DOI | arXiv ]

Preprints

publications-UNreviewed
[1] Alex Hagen, Shane Jackson, James Kahn, Jan Strube, Isabel Haide, Karl Pazdernik, and Connor Hainje.
Accelerated Computation of a High Dimensional Kolmogorov-Smirnov Distance. arXiv Preprint, 2021. [ bib  | arXiv ]

Conference Talks

I. Haide, M. Neu, T. Ferber, V. Dajaku, T. Justinger, T. Rädler
Real-time clustering with GNNs - first (operational) experience
Glühweinworkshop 2024
I. Haide, M.Neu, T.Justinger, T. Ferber
Status and Implementation of the GNN Object Condensation Algorithm for the ECL Trigger
49th Belle II General Meeting - TRG Parallel Session
I. Haide, M.Neu, T.Justinger, T. Ferber
Object Condensation with Graph Neural Networks for the ECL Trigger - Status and Implementation
German Belle II Meeting 2024
I. Haide, M.Neu, T. Ferber
Object Condensation with GNNs for the ECL Trigger
48th Belle II General Meeting - TRG Parallel Session
I. Haide, M.Neu, T. Ferber
Real-time Clustering with GNNs for the Electromagnetic Calorimeter Trigger at Belle II
Workshop on Fast Realtime Systems and Realtime Machine Learning 2024
I. Haide, T. Ferber
Improved Clustering with Graph Neural Networks on FPGAs for the Electromagnetic Calorimeter Trigger at Belle II
DPG 2024
I. Haide for the Belle II Collaboration
ML Usage in basf2
BPAC
I. Haide, T. Ferber
GNN Clustering on Triggercells for the ECL Trigger
46th Belle II General Meeting - TRG Parallel Session
I. Haide, T. Ferber
Improving ECL Clustering on Trigger Level with Object Condensation
German Belle II Meeting 2023
I. Haide, T. Ferber
Object Condensation for the Belle II Electromagnetic Calorimeter
45th Belle II General Meeting - TRG Parallel Session
I. Haide, F. Wemmer, J. Eppelt, T. Ferber
Improved Clustering in the Belle II Electromagnetic Calorimeter with Graph Neural Networks
26th International Conference on Computing in High Energy and Nuclear Physics (CHEP 2023)
I. Haide, T. Ferber
Object Condensation for Reconstruction
44th Belle II General Meeting - Parallel Session
I. Haide, T. Ferber
Improving ECL Clustering with Object Condensation
German Belle II Meeting 2022
I. Haide, P. Goldenzweig, T. Ferber
Fast Particle Reconstruction in the Belle II Experiment with Graph Neural Networks
DPG Spring Meeting 2022
I. Haide, J. Kahn, A. Hagen, J. Strube, S. Jackson, C. Hainje
Accelerated Computation of a High-Dimensional Kolmogorov-Smirnov Distance (Poster)
ACAT 2021
I. Haide, J. Kahn, A. Hagen, J. Strube, S. Jackson, C. Hainje, P. Goldenzweig
Fast simulation and validation of the Time of Propagation Detector at Belle II
DPG Spring Meeting 2021
J. Kahn, A. Hagen, I. Haide, J. Strube, S. Jackson, C. Hainje
A Proposed d Dimensional Kolmogorov-Smirnov Distance
Machine Learning and the Physical Sciences workshop at NeurIPS 2020

Conferences and Summer Schools

Name Place Date
50th Belle II General Meeting Tsukuba, Japan February 2025
German Belle II Meeting Karlsruhe, Germany September 2024
48th Belle II General Meeting Tsukuba, Japan June 2024
Workshop on Realtime Machine Learning Giessen April 2024
DPG Spring Meeting 2024 Karlsruhe March 2024
46th Belle II General Meeting Tsukuba, Japan October 2023
German Belle II Meeting Karlsruhe, Germany October 2023
26th International Conference on Computing in High Energy and Nuclear Physics (CHEP 2023) Norfolk, VA, USA May 2023
Global Young Scientists Summit Singapore January 2023
German Belle II Meeting Munich, Germany October 2022
Thematic Cern School of Computing Cargese, Corse May 2022
DPG Spring Meeting 2022 Virtual March 2022
20th International Workshop on Advanced Computing and Analysis Techniques in Physics Research (ACAT 2021) Virtual November 2021

Teaching Experience

Date Responsibility Course
WS2024 Head for Project Tutorial Programmieren und Algorithmen
SS2023 Design and Tutoring Blockpraktikum: ETP Data Science
WS2022 Tutor Advanced Physics Lab Courses
SS2022 Tutor Advanced Physics Lab Courses
WS2020 Tutor Elementary Physics Lab Courses
SS2020 Tutor Elementary Physics Lab Courses
SS2019 Tutor Elementary Physics Lab Courses
WS2016 Tutor Theoretical Physics 1

Outreach and Organizational Projects

DPG 2024 - Team Food
One of three members of the main organizational team responsible for food, coffee breaks and welcome evening at the DPG 2024
Belle II FSP Meeting 2023
Part of the main organization of the Belle II FSP Meeting 2023 at KIT
Effekte: Code of the Universe
Design of Posters, VR Supervision, Belle II Masterclass
Masterclass for Belle II Reconstruction
Design of a Masterclass based on the Belle II Reconstruction, focused on explaining the main detection techniques at particle physics experiments
Deutsche Physikerinnentagung 2022
Head of Team Design and Marketing

Work Reports (internal)

KSETA Work Report 2022
KSETA Work Report 2023
KSETA Work Report 2024