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Providing automated, real time estimates of snow water equivalent in the Sierras and beyond

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Snowbot

Providing automated, real time estimates of snow water equivalent in the Sierras and beyond

Snowbot

Tasks:

  1. Automated daily pulls of snow sensor data from CDEC.
    • Stored in SCUBA?
  2. Training and validation of an improved ML model
    • GBR or some other non-linear method might be useful
    • Spatial autocorrelation
  3. Deployment of ML model to make new prediction each day
  4. Creation of plot and automated posting to Twitter

Future

In addition to the aggregate Sierra-wide SWE reanalysis data we currently have, it would be great to get watershed-level SWE reanalysis data. Extending the infrastructure would then be as easy as training a new model for each watershed.

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Providing automated, real time estimates of snow water equivalent in the Sierras and beyond

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