SIO-ODF / ctdcal

A CTD calibration package in use on US GO-SHIP cruises
BSD 3-Clause "New" or "Revised" License
11 stars 5 forks source link

Consider machine learning applications #84

Open Klankers opened 5 months ago

Klankers commented 5 months ago

Add options for machine learning on the oceanographic profiles to help determine fit boundaries (depth), best fit orders (P, T, C), and methods based on real-world cases.

For example, should the center of a gyre be fit in the same way as an estuary? If not, what does the machine think it should do?

In addition, it would be interesting to further explore basic grouping algorithms of oceanographic bottle data (as functions of T, S, and depth). This was done on OSNAP in 2022, but wasn't explored thoroughly.