Closed DaniJonesOcean closed 1 month ago
@eredding02 I've created a new bathymetry file that will hopefully work with DeepSensor:
I'll also share it with you via Google Drive and Colab. When you get a chance, give it a try and let me know how it goes!
@eredding02 I pretty much consider this done, aside from the bit of extra plotting that we discussed yesterday.
The "documentation and reporting" steps are captured in our Milestone 5 tasks, so they are kind of duplicated here.
Once you have some comparison plots (spatial, time series) so we can see some differences between training with bathymetry and training without bathymetry, we can close this issue.
Sure! Below is a GitHub issue outlining the task for incorporating bathymetry as a context set in the DeepSensor model. This includes getting the bathymetry data, formatting it for DeepSensor, and training the model with the new context set. The main supervisor will provide assistance with obtaining the bathymetry data.
Task Description:
Integrate bathymetry data as a new context set for the DeepSensor model. This task involves obtaining bathymetry data, formatting it appropriately for DeepSensor, and training the model with this new context set to enhance the spatial network design for environmental monitoring.
Checklist:
Obtain Bathymetry Data:
Format Bathymetry Data for DeepSensor:
Train DeepSensor with the New Context Set:
Documentation and Reporting: