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I've selected a 3-day prediction_timedelta for GraphCast, PanguWeather, & NeuralGCM for Z500 geopotential, using the available forecast datasets on WB2
I've plotted 100 timesteps including ERA5 for 1 grid-cell:
It's clear that I've mis-aligned my timestamps, and that the time dimension that comes from prediction_timedelta is the time of initialisation and not the time of forecast
I.e. I cannot just compare the forecasts to the truth out of the box. Rather I need to roll-back ERA5 by 72 hours or roll-forward the AIWP models by 72 hours in order to make a comparison.
I just want others to be aware of this because I feel it might be a source of error to when comparing "truth" to forecasts!
I assume this roll-back is done in the weatherbench2.evaluation functions?
The text was updated successfully, but these errors were encountered:
I've selected a 3-day
prediction_timedelta
for GraphCast, PanguWeather, & NeuralGCM for Z500 geopotential, using the available forecast datasets on WB2I've plotted 100 timesteps including ERA5 for 1 grid-cell:
It's clear that I've mis-aligned my timestamps, and that the
time
dimension that comes fromprediction_timedelta
is the time of initialisation and not the time of forecastI.e. I cannot just compare the forecasts to the truth out of the box. Rather I need to roll-back ERA5 by 72 hours or roll-forward the AIWP models by 72 hours in order to make a comparison.
I just want others to be aware of this because I feel it might be a source of error to when comparing "truth" to forecasts!
I assume this roll-back is done in the
weatherbench2.evaluation
functions?The text was updated successfully, but these errors were encountered: