PUNCH4NFDI TA5 - XFEL Joint Workshop on Machine Learning and Data Processing on FPGAs

15 Jun 2023, 00:00 → 16 Jun 2023, 13:00 Europe/Berlin

SR 4b (DESY)

The PUNCH4NFDI TA5 - XFEL Joint Workshop on Machine Learning and Data Processing on FPGAs will take place at DESY Hamburg from June 15 to June 16, 2023.

 

Zoom connection: https://cern.zoom.us/j/63229680038?pwd=Y3VzTDZaUys5cmFnRExzS2V4bUx6QT09

Bulletin_no1.pdf

Hotel_Accommodation_2023.pdf

How to get to DESY Hamburg

zoom connection

Thursday 15 June

TA5 Meeting

Conveners: Andreas Redelbach (Frankfurt Institute for Advanced Studies), Arno Straessner (TU Dresden), Johann Christoph Voigt, Michael Kramer (Max-Planck-Institut fuer Radioastronomie)

13:00 Lunch Buffet in the foyer of SR 4b (provided by the Workshop)

1 Beginning of the Workshop and Welcome

Introduction Session

Conveners: Andreas Redelbach (Frankfurt Institute for Advanced Studies), Arno Straessner (TU Dresden), Haris Habibullah (Eur.XFEL (European XFEL)), Johann Christoph Voigt, Michael Kramer (Max-Planck-Institut fuer Radioastronomie)

2 Overview of FPGA applications in TA5 Astrophysics

Speaker: Ramesh Karuppusamy

3 Overview of FPGA applications in TA5 Particle Physics

Speaker: Arno Straessner (TU Dresden)

ML_FPGA_ParticlePhysics_2023_AStraessner.pdf

4 Overview of FPGA applications at XFEL

Speakers: Bruno Fernandes (Eur.XFEL (European XFEL)), Haris Habibullah (Eur.XFEL (European XFEL))

ML_fpga2023_BF.pdf

15:30 Coffee and Tea Break

Workshop Session

Conveners: Andreas Redelbach (Frankfurt Institute for Advanced Studies), Arno Straessner (TU Dresden), Haris Habibullah (Eur.XFEL (European XFEL)), Johann Christoph Voigt, Michael Kramer (Max-Planck-Institut fuer Radioastronomie)

5 Deep Learning for Real-Time Classification of Astronomical Radio Signals

Speaker: Andrei Kazantsev (MPIfR)

kazantsev_2023_06_15.pdf

6 Versal AI Engines and Programming in Vitis

Speaker: Dennis Layh (Johannes Gutenberg University)

aies_vitis_calonet.pdf

7 Machine Learning Platforms for FPGAs and their Application (Vitis AI)

Speaker: Haris Habibullah (Eur.XFEL (European XFEL))

FPGA_ML_DESYworkshop.pptx

8 Characterizing Heavy-Ion Collision Data by Deep Learning Methods

Speaker: Andreas Redelbach (Frankfurt Institute for Advanced Studies)

FIAS_Pointnet_Redelbach.pdf

9 Anomaly Detection

Speaker: Anna Hallin (UNI/EXP (Uni Hamburg, Institut fur Experimentalphysik))

A Hallin - Anomaly detection with ML in HEP.pdf

10 Dinner

Friday 16 June

Workshop Session

Conveners: Andreas Redelbach (Frankfurt Institute for Advanced Studies), Arno Straessner (TU Dresden), Haris Habibullah (Eur.XFEL (European XFEL)), Johann Christoph Voigt, Michael Kramer (Max-Planck-Institut fuer Radioastronomie)

11 Application of hls4ml for the CMS Trigger

Speaker: Artur Lobanov (Universität Hamburg)

Punch4_MLatFPGA_ALobanov_160623.pdf

12 Converting TensorFlow Models for Classification of Radioastronomical Signals to HLS using hls4ml

Speaker: Yunpeng Men (MPIfR)

PunchWorkshop_Yunpeng_Men.pdf

13 Machine Learning on FPGAs for the ATLAS Liquid Argon Calorimeter

Speaker: Johann Christoph Voigt

2023_06_16_ML_ATLAS_LAr_Johann_Voigt.pdf

10:30 Coffee and Tea Break

Workshop Session: Tools and Collaboration

Conveners: Andreas Redelbach (Frankfurt Institute for Advanced Studies), Arno Straessner (TU Dresden), Haris Habibullah (Eur.XFEL (European XFEL)), Johann Christoph Voigt, Michael Kramer (Max-Planck-Institut fuer Radioastronomie)

14 Bitwise Optimisation of Artificial Neural Networks for Application in FPGAs

Speaker: Alexander Lettau (TU Dresden)

Workshop_qkeras_Alexander_Lettau.pdf

15 FPGA Firmware and Tools as a PUNCH and NFDI Service, Connections to ErUM-Data, DAPHNE, …

Speakers: Arno Straessner (TU Dresden), Johann Christoph Voigt

2023_06_16_collaboration_tools.pdf

16 Discussion: Synergies and Frameworks

Data Sets, Firmware Tools, ML Tools, Tutorials...