Include secondary weather data when fitting for PWV
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djperrefort commented
pwv_kpno
currently uses a linear model to primary PWV calues from secondary receivers, but does not consider the inclusion of any non-pwv data (e.g., surface pressure, RH, and temperature). We should explore how including this data can improve our predictions.
Action items:
- Perform a PCA to understand what parameters from our data have the biggest impact
- Try a few different fitting techniques / models (multivariate regression, SVR, etc.)
- If feeling ambitious, explore some additional machine learning options