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ML@HZDR Symposium 2021

Monday, 6 December 2021 - 09:00
online

        : Sessions
    /     : Talks
        : Breaks
6 Dec 2021
AM
09:00 Welcome - Steinbach, Peter (FWCC)   ()
09:20 Address by the HZDR Scientific Director   ()
09:30
Overview Session (until 10:30) ()
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 - Dr Cangi, Attila (Center for Advanced Systems Understanding, HZDR)   ()
10:30 --- Break & Split into Parallel Sessions ---
10:45
Parallel Session (until 12:00) ()
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 - Mr Makdani, Varun (Helmholtz-Zentrum Dresden-Rossendorf)   ()
10:45
Parallel Session - Hoffmann, Helene (FWCC) (until 12:00) ()
10:45 AI image processing in fluid dynamics applications - Starke, Sebastian (HZDR) Mr Hessenkemper, Hendrik (HZDR) Dr Schäfer, Jan (HZDR)   ()
11:00 Analyzing Remote Sensing Data With Knowing Few - Mr 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)   ()
PM
12:00 --- Lunch ---
13:00
Parallel Session - Stiller, Patrick (until 14:00) ()
13:00 Large-Scale Neural Solver for partial differential equations - Mr 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 - Dr Debus, Alexander (Helmholtz-Zentrum Dresden-Rossendorf)   ()
13:00
Parallel Session - Steinbach, Peter (HZDR) (until 14:00) ()
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 ---
14:30
Overview Session (until 15:35) ()
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 - Dr Hecht, Michael (CASUS) Dr Veettil , Sachin Krishnan Thekke (CASUS) Dr Hernandez Acosta, Uwe (CASUS)   ()
15:10 Helmholtz AI consulting for matter research in Helmholtz - Steinbach, Peter (FWCC)   ()
15:30 Wrap Up & Next Steps - Steinbach, Peter (FWCC)   ()