History Matching BenchmarkΒΆ
Simple demos and sanity checks for the HistoryMatching class.
- Provided methods:
- get_y_simulated_1D:
- A toy model that acts as the simulator output for constructing GPEs for 1D data.
- get_y_simulated_2D:
- A toy model that acts as the simulator output for constructing GPEs for 2D data.
- demo_1D:
- Follows the example of http://www.int.washington.edu/talks/WorkShops/int_16_2a/People/Vernon_I/Vernon2.pdf in setting up a simple test model, constructing a gaussian process to emulate it, and ruling out expectations of the GPE based on an historical observation.
- demo_2D:
- As demo_1D, however the toy model is expanded to take two inputs rather then 1 extending it to a second dimension. Exists primarily to confirm that the HistoryMatching class is functional with higher-dimensional parameter spaces.