Big Data Science in Astroparticle Research - Workshop

Feb 17, 2020, 1:00 PM → Feb 19, 2020, 2:00 PM Europe/Berlin

RWTH Aachen University SuperC

Andreas Haungs (KIT), Martin Erdmann

Helmholtz Alliance for Astroparticle Physics HAP

Arbeitskreis Physik, moderne Informationstechnologie und Künstliche Intelligenz der Deutschen Physikalischen Gesellschaft e. V. AKPIK

Poster_Big-Data_Aachen_2020_high-res.pdf

Poster_Big-Data_Aachen_2020.jpg

Poster_Big-Data_Aachen_2020_low-res.pdf

Monday, February 17

1:00 PM → 2:00 PM Arrive

2:00 PM → 3:45 PM Beginners Tutorial Ford-Room: Deep Learning

2:00 PM Short Welcome

Speaker: Martin Erdmann (RWTH Aachen University)

Introduction.pdf

2:10 PM Deep Learning for Newcomers: Neural Network Basics

Speaker: Peter Fackeldey (III. Physikalisches Institut A, RWTH Aachen University)

BasicDeepLearningTutorial2020.pdf

2:00 PM → 3:45 PM Tutorial: Generali Room: Advanced Deep Networks

2:10 PM Graph Networks Tutorial

Speaker: Jonas Glombitza (RWTH Aachen University)

Graph_network_tutorial.pdf

3:45 PM → 4:15 PM Coffee

4:15 PM → 5:15 PM Beginners Tutorial Ford-Room: Deep Learning

4:15 PM Deep Learning for Newcomers: Neural Network Architectures

Speaker: Peter Fackeldey (III. Physikalisches Institut A, RWTH Aachen University)

BasicDeepLearningTutorial2020.pdf

4:15 PM → 6:00 PM Tutorial: Generali Room: Advanced Deep Networks

4:15 PM Graph Networks Tutorial

Speaker: Jonas Glombitza (RWTH Aachen University)

Graph_network_tutorial.pdf

Tuesday, February 18

9:00 AM → 10:00 AM Big Data Science in Fundamental Physics Research: Perspectives of Big Data Science

9:00 AM Welcome to the RWTH Aachen University

Speaker: Prof. Carsten Honerkamp

9:20 AM ErUM-Data: Modern Digitization in Research on Universe and Matter

Speaker: Prof. Thomas Kuhr (LMU Munich)

BigDataAachen0320.pdf

10:00 AM → 10:40 AM Deep Learning

10:00 AM Applying Dynamic Graph CNN to reconstruct the direction of electrons in JUNO

Speaker: Mr Hauke Schmidt (Hamburg)

HAP2020_Hauke_Schmidt.pdf

10:20 AM Identification of Cosmic Rays from Sources using Dynamic Graph Convolutional Neural Networks

Speaker: Mr Niklas Langner (RWTH Aachen University)

HAP2020_Langner.pdf

10:40 AM → 11:10 AM Coffee

11:10 AM → 1:00 PM Deep Learning

11:10 AM FPGA Belle II Trigger

Speaker: Mr Steffen Bähr (KIT)

20200218_baehr_bigdata.pdf

11:50 AM FPGA Trigger of SuperCDMS

Speaker: Dr Hanno Meyer zu Theenhausen (DESY)

SuperCdmsFpgaTrigger.pdf

12:10 PM Xmax Reconstruction with AugerPrime using Deep Learning

Speaker: Sonja Schröder (Bergische Universtität Wuppertal)

Xmax_AugerPrime_Schroeder.pdf

12:30 PM 1) Lowering the threshold of Tunka-Rex with autoencoder; 2) Toward Tunka-Rex Virtual Observatory

Speaker: Dmitriy Kostunin (DESY)

kostunin-dl-bd-tunkarex.pdf

1:00 PM → 2:30 PM Lunch

2:30 PM → 3:50 PM Deep Learning

2:30 PM Bayesian Networks (exact title & title tbc)

Speaker: Prof. Tilman Plehn (University Heidelberg)

aachen_20_Plehn.pdf

3:10 PM Exploitation of Symmetries and prior Knowledge in Deep Learning Architectures for IceCube

Speaker: Mirco Huennefeld (TU Dortmund)

2020_02_18_HAP_Aachen.pdf

3:30 PM Addressing domain adaptation issues with CRNNs and VERITAS data

Speaker: Mr Samuel Spencer (University of Oxford)

Aachen ML.pdf

3:50 PM → 4:20 PM Coffee

4:20 PM → 6:00 PM Deep Learning

4:20 PM Modern Machine Learning in Astronomy (exact title & title tbc)

Speaker: Dr Kai Polsterer (HITS Heidelberg)

2020_Aachen_Polsterer.pdf

5:00 PM Determining the distribution of interstellar gas with information field theory

Speaker: Dr Andrea Vittino (RWTH Aachen University)

vittino_BigDataInAstroparticle.pdf

5:20 PM Searching Pulsars Using Neural Networks

Speaker: Mr Lars Künkel (University Bielefeld)

lkuenkel_aachen.pdf

5:40 PM The Astrophysical Multimessenger Observatory Network (AMON)

Speaker: Prof. Miguel Mostafa (Penn State University)

AMON-colloquium-BigData.pdf

7:00 PM → 10:00 PM Conference Dinner

Wednesday, February 19

9:00 AM → 9:40 AM Deep Learning

9:00 AM Simulation of Extensive Air Showers with Deep Neural Networks

Speaker: Marcel Köpke (Karlsruhe Institute of Technology)

koepke.pdf

9:20 AM Physics motivated GAN for generating fourmomenta

Speaker: Mr Niclas Eich (RWTH Aachen University)

EichHAPWorkshop2020.pdf

9:40 AM → 10:40 AM Open Data, Data Centers, Computing Technology

9:40 AM The Astro@NFDI Endevour

Speaker: Dr Harry Enke (Leibniz-Institut für Astrophysik Potsdam (AIP))

Astro-NFDI-endeavour.pdf

10:20 AM Open data and machine learning in German--Russian Data Life Cycle initiative

Speaker: Victoria Tokareva (KIT)

pres_HAP_20_tokareva_1.pdf

10:40 AM → 11:10 AM Coffee

11:10 AM → 11:50 AM Open Data, Data Centers, Computing Technology

11:10 AM Particle & Astroparticle Physics @ NFDI

Speaker: Andreas Haungs (KIT)

NFDI-HAP-Aachen-Feb2020-Haungs.pdf

11:50 AM → 1:00 PM Discussion on perspectives and common efforts

discussion-v3.pdf

1:00 PM → 2:00 PM Depart