8 citations · 11 across the 5 of their papers we have counts for
5 papers
Collocation-based Robust Physics Informed Neural Networks for time-dependent simulations of pollution propagation under thermal inversion conditions on Spitsbergen
Maciej Sikora, Leszek Siwik, Natalia Leszczyńska +7
In this paper, we propose a Physics-Informed Neural Network framework for time-dependent simulations of pollution propagation originating from moving emission sources. We formulate…
Graph grammars and Physics Informed Neural Networks for simulating of pollution propagation on Spitzbergen
Maciej Sikora, Albert Oliver-Serra, Leszek Siwik +6
In this paper, we present two computational methods for performing simulations of pollution propagation described by advection-diffusion equations. The first method employs graph g…
Simulating the aftermath of Northern European Enclosure Dam (NEED) break and flooding of European coast
Paweł Maczuga, Marcin Łoś, Eirik Valseth +5
The Northern European Enclosure Dam (NEED) is a hypothetical project to prevent flooding in European countries following the rising ocean level due to melting arctic glaciers. This…
Supermodeling of tumor dynamics with parallel isogeometric analysis solver
Maciej Paszynski, Leszek Siwik, Witold Dzwinel +1
Supermodeling is a modern, model-ensembling paradigm that integrates several self-synchronized imperfect sub-models by controlling a few meta-parameters to generate more accurate p…
Agent-based environment for knowledge integration
Anna Zygmunt, Jarosław Koźlak, Leszek Siwik
Representing knowledge with the use of ontology description languages offers several advantages arising from knowledge reusability, possibilities of carrying out reasoning processe…