Goal of the project
Novel machine learning approaches as design assistants for the nonlinear dynamic behavior of structures under complex transient loads
Preliminary work and contents
Mapping and prediction of nonlinear structural dynamics using deep learning
- Huge static black box models
- Data hunger
- Training duration, resource consumption
Reservoir computer = nonlinear dynamic (computing) systems
- Inherent dynamics
- Small amount of data
- Elimination of the training process
- Speed, efficiency
Dynamics-integrated reservoir computer
Collaborations & Modules
