Response uncertainty GPR based on gpflow

• This method was tested locally on this notebook.

Slides concerning input choice for the GPR --> slides

Slides with a general overview and latest results from Tiger Team call --> SLIDES

To diagnose a large number of envelopes, plot time-series --> Notebook

• NOTE:

  Due to TensorFlow computation relying on CPUs with Advanced Vector Extensions (AVX), TensorFlow only works on specific LHO/LLO cluster nodes. To target machines with this capability, put Requirements = has_avx in your condor submit file. It seems as if most slots in the pool have that capability, as seen for instance by running: condor_status -af Name -constraint has_avx | wc -l . On CIT cluster this requirement does not pose any problems and TensorFlow works on Jupyter Notebook too.