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 6 December 2021 - 09:00

Monday 6 December 2021
09:00 Welcome - Steinbach, Peter (FWCC)
Welcome
- Steinbach, Peter (FWCC)
09:00 - 09:20
09:20 Address by the HZDR Scientific Director
Address by the HZDR Scientific Director
09:20 - 09:30
09:30 Machine Learning Landscape at HZDR
Machine Learning Landscape at HZDR
09:30 - 10:30
Contributions

09:30 Advanced understanding of Laser-plasma acceleration by Machine Learning - Hoffmann, Nico (HZDR)

09:50 Machine Learning for personalising radiotherapy - Zwanenburg, Alexander (NCT Dresden)

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

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

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

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

11:30 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 - 12:00
Contributions

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

11:00 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 Geometric approach for Identification of Adversarial Examples - Venkatesh, Danush Kumar

11:30 Laser System Health Diagnostics at EU XFEL - Hoffmann, Helene (FWCC)
12:00 Lunch
Lunch
12:00 - 13:00
13:00 Reconstructions from Data (PS4)
Reconstructions from Data (PS4)
13:00 - 14:00
Contributions

13:00 Large-Scale Neural Solver for partial differential equations - Stiller, Patrick (Helmholtz-Zentrum Dresden-Rossendorf)

13:15 Reconstruction of SAXS Data using Neural Networks - Thiessenhusen, Erik (HZDR)

13:30 Machine-learning to better understand radiation emitted by laser-plasma interactions - Debus, Alexander (Helmholtz-Zentrum Dresden-Rossendorf)
Simulations, Simulations (PS3)
Simulations, Simulations (PS3)
13:00 - 14:00
Contributions

13:00 Data-Driven Shadowgraph Simulation of a 3D Object - Willmann, Anna

13:15 Machine learning-based air quality simulations over the United States under multiple climate change scenarios - Fan, Kai

13:30 Simulation-Based Inference for Beam Parameter Inversion - Steinbach, Peter (FWCC)
14:00 Break & Join Overview Session
Break & Join Overview Session
14:00 - 14:30
14:30 Machine Learning Landscape and Wrap-Up
Machine Learning Landscape and Wrap-Up
14:30 - 15:35
Contributions

14:30 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)

14:50 Machine Learning and Polynomial Interpolation -- Combining the Best of Both Worlds - Hecht, Michael (CASUS) Hernandez Acosta, Uwe (CASUS) Veettil , Sachin Krishnan Thekke (CASUS)

15:10 Helmholtz AI consulting for matter research in Helmholtz - Steinbach, Peter (FWCC)

15:30 Wrap Up & Next Steps - Steinbach, Peter (FWCC)