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Modular spatio-temporal models for epidemic and pandemic simulations
# Changes and Information Please **briefly list the changes** (main added features, changed items, or corrected bugs) made: - remove credentials - - If need be, add additional information and...
### Enhancement description In order to find the best GNN architecture suitable for our task, we conduct a grid serach for foru different model types. Tha parameters that are varied...
### Enhancement description After we identified the best general model architecture in #1070 and optimized the model with hyperparameter tuning in #1078 we now train the resulting model and save...
### Enhancement description As the GNN grid search from #1070 showed, the best performing GNN is an ARMAConv model, based on the ARMAConv layer provided by the python library Spektral...
### Motivation / Current Behaviour Currently infectivity and infection states a pseudo-connected. The state transitions are independent of infectivity and infectivity does not depend on the infection state if an...
### Motivation / Current Behaviour Currently, simulation with the IDE model takes a long time, especially with small time step sizes, e.g. 1e-4. (several hours for a simulation time of...
# Changes and Information Please **briefly list the changes** (main added features, changed items, or corrected bugs) made: - Add a more resolved mobility that includes travel time, length of...
### Motivation / Current Behaviour Data from many studies and publications shows that the percentage of persons dying in the hospital without being admitted to the ICU is rather high...
All functionality works fine without.
### Motivation / Current Behaviour TestingStrategy uses somewhat expensive lookups to find entries, which can be replaced as we separated LocationType from LocationId. ### Enhancement description - Replace scheme storage,...