Name: ML@HZDR Symposium 2021
Start: 2021-12-06T09:00:00+01:00
End: 2021-12-06T16:10:00+01:00
Location: online

ML@HZDR Symposium 2021

Monday, December 6, 2021 - 9:00 AM

Monday, December 6, 2021
9:00 AM Welcome - Steinbach, Peter (FWCC)
Welcome
- Steinbach, Peter (FWCC)
9:00 AM - 9:20 AM
9:20 AM Address by the HZDR Scientific Director
Address by the HZDR Scientific Director
9:20 AM - 9:30 AM
9:30 AM Machine Learning Landscape at HZDR
Machine Learning Landscape at HZDR
9:30 AM - 10:30 AM
Contributions

9:30 AM Advanced understanding of Laser-plasma acceleration by Machine Learning - Hoffmann, Nico (HZDR)

9:50 AM Machine Learning for personalising radiotherapy - Zwanenburg, Alexander (NCT Dresden)

10:10 AM Data-driven Surrogate Modeling of Matter under Extreme Conditions - Cangi, Attila (Center for Advanced Systems Understanding, HZDR)
10:30 AM Break & Split into Parallel Sessions
Break & Split into Parallel Sessions
10:30 AM - 10:45 AM
10:45 AM Surrogates and PINNs (PS2)
Surrogates and PINNs (PS2)
10:45 AM - 12:00 PM
Contributions

10:45 AM Materials Learning Algorithms (MALA): Learning the electronic structure of materials with neural networks - Fiedler, Lenz (HZDR)

11:00 AM Uncertainty quantification for neural network models - Schmerler, Steve (HZDR)

11:15 AM Sobolev Cubatures Strengthen the Approximation Power of Physics Informed Neural Nets - Suarez Cardona, Juan Esteban (CASUS)

11:30 AM In-situ ML-based surrogate model training via continual learning and streaming - Makdani, Varun (Helmholtz-Zentrum Dresden-Rossendorf)
Tables and Images (PS1)
Tables and Images (PS1)
10:45 AM - 12:00 PM
Contributions

10:45 AM AI image processing in fluid dynamics applications - Hessenkemper, Hendrik (HZDR) Schäfer, Jan (HZDR) Starke, Sebastian (HZDR)

11:00 AM Analyzing Remote Sensing Data With Knowing Few - Rafiezadeh Shahi, Kasra (Helmholtz-Zentrum Dresden-Rossendorf, Helmholtz Institute Freiberg for Resource Technology, Freiberg 09599, Germany.)

11:15 AM Geometric approach for Identification of Adversarial Examples - Venkatesh, Danush Kumar

11:30 AM Laser System Health Diagnostics at EU XFEL - Hoffmann, Helene (FWCC)
12:00 PM Lunch
Lunch
12:00 PM - 1:00 PM
1:00 PM Reconstructions from Data (PS4)
Reconstructions from Data (PS4)
1:00 PM - 2:00 PM
Contributions

1:00 PM Large-Scale Neural Solver for partial differential equations - Stiller, Patrick (Helmholtz-Zentrum Dresden-Rossendorf)

1:15 PM Reconstruction of SAXS Data using Neural Networks - Thiessenhusen, Erik (HZDR)

1:30 PM Machine-learning to better understand radiation emitted by laser-plasma interactions - Debus, Alexander (Helmholtz-Zentrum Dresden-Rossendorf)
Simulations, Simulations (PS3)
Simulations, Simulations (PS3)
1:00 PM - 2:00 PM
Contributions

1:00 PM Data-Driven Shadowgraph Simulation of a 3D Object - Willmann, Anna

1:15 PM Machine learning-based air quality simulations over the United States under multiple climate change scenarios - Fan, Kai

1:30 PM Simulation-Based Inference for Beam Parameter Inversion - Steinbach, Peter (FWCC)
2:00 PM Break & Join Overview Session
Break & Join Overview Session
2:00 PM - 2:30 PM
2:30 PM Machine Learning Landscape and Wrap-Up
Machine Learning Landscape and Wrap-Up
2:30 PM - 3:35 PM
Contributions

2:30 PM Novel Machine Learning Approaches in Image-based Host-pathogen Interactions Analysis - Yakimovich, Artur (CASUS - Center for Advanced Systems Understanding, Helmholtz-Zentrum Dresden-Rossendorf e.V. (HZDR), Untermarkt 20, 02826 Görlitz, Germany)

2:50 PM Machine Learning and Polynomial Interpolation -- Combining the Best of Both Worlds - Hecht, Michael (CASUS) Hernandez Acosta, Uwe (CASUS) Veettil , Sachin Krishnan Thekke (CASUS)

3:10 PM Helmholtz AI consulting for matter research in Helmholtz - Steinbach, Peter (FWCC)

3:30 PM Wrap Up & Next Steps - Steinbach, Peter (FWCC)