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Upload 40 years of ERA5 forcing data to sampo #902

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Tracked by #859
juliasloan25 opened this issue Oct 31, 2024 · 7 comments
Closed
Tracked by #859

Upload 40 years of ERA5 forcing data to sampo #902

juliasloan25 opened this issue Oct 31, 2024 · 7 comments
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enhancement New feature or request

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@juliasloan25
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juliasloan25 commented Oct 31, 2024

Is your feature request related to a problem? Please describe.
We need multiple decades of forcing data available for longruns of the full land model. We intend to do these runs on clima, so we can upload the data to sampo. We want data in the years 1979-present.

We need these variables at hourly resolution & at 1 degree resolution. Please note that some of the variables we had before were accumulations (e.g. J/m^2 or kg/m^2) and the quantities below are all mean fluxes (accumulation divided by accumulation time period). So our era5 forcing function may change in the preprocessing function.

Separate data file:
These can be monthly

This function shows exactly what we need and how we use it:

function prescribed_forcing_era5(

Part of #859

@ph-kev
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ph-kev commented Nov 6, 2024

Pull request for only 2013 in ClimaArtifacts: CliMA/ClimaArtifacts#63

The current variables in the 2021 ERA5 dataset being used right now are these:

  • Latitude ("lat")
  • Longitude ("lon")
  • Time ("time")
  • Temperature at 2 meters (lon, lat, time; "t2m")
  • Downwelling SW flux accumulation at surface (lon, lat, time; "ssrd")
  • Downwelling LW flux accumulation at surface (lon, lat, time; "strd")
  • Neutral wind at 10m, u-component (lon, lat, time; "u10n")
  • Neutral wind at 10m, v-component (lon, lat, time; "v10n")
  • Surface air pressure (lon, lat, time; "sp")
  • Dew point temperature at 2 meters (lon, lat, time; "d2m")
  • Total accumulated precipitation (lon, lat, time; "tp")
  • Accumulated snowfall (lon, lat, time; "sf")
  • Leaf area index, high vegetation (lon, lat, time; "lai_hv")
  • Leaf area index, low vegetation (lon, lat, time; "lai_lv")

@braghiere
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That is right. Have a look also at /groups/esm/ClimaArtifacts/artifacts/era5_land_forcing_complete/download_era5_2021.py

I used that script to get the 2021 data. Can we already replace LAI (low and high) by the MODIS one in this file? In the ILAMB intercomparison, we've noticed ERA5 LAI is too high.

@ph-kev
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ph-kev commented Nov 6, 2024

That is right. Have a look also at /groups/esm/ClimaArtifacts/artifacts/era5_land_forcing_complete/download_era5_2021.py

I used that script to get the 2021 data. Can we already replace LAI (low and high) by the MODIS one in this file? In the ILAMB intercomparison, we've noticed ERA5 LAI is too high.

Is the MODIS dataset the same as the MODIS dataset on ILAMB for Leaf Area Index? I checked that one and the dates only go up to 2005 and the dates are monthly instead of hourly.

@kmdeck kmdeck changed the title Upload 20 years of ERA5 forcing data to sampo Upload 40 years of ERA5 forcing data to sampo Nov 6, 2024
@kmdeck
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kmdeck commented Nov 6, 2024

Pull request for only 2013 in ClimaArtifacts: CliMA/ClimaArtifacts#63

The current variables in the 2021 ERA5 dataset being used right now are these:

* Downwelling SW flux accumulation at surface (lon, lat, time; "ssrd")

* Downwelling LW flux accumulation at surface (lon, lat, time; "strd")



* Total accumulated precipitation (lon, lat, time; "tp")

* Accumulated snowfall (lon, lat, time; "sf")

We can switch from accumulations to means (and alter the preprocessing functions used). But they should be equivalent, so whatever is easier

@kmdeck
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kmdeck commented Nov 6, 2024

That is right. Have a look also at /groups/esm/ClimaArtifacts/artifacts/era5_land_forcing_complete/download_era5_2021.py

I used that script to get the 2021 data. Can we already replace LAI (low and high) by the MODIS one in this file? In the ILAMB intercomparison, we've noticed ERA5 LAI is too high.

Let's still grab the ERA5 LAI data. I updated the issue to note that this can be monthly resolution (and in a different file). We can use MODIS when possible, though

@Sbozzolo
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We have the ERA5 data in /net/sampo/data1/era5, is anything missing?

@kmdeck
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kmdeck commented Nov 28, 2024

as far as ERA5 goes, yes, we can close this.

Ill open another issue on Monday to add MODIS data to ClimaArtifacts and to switch ClimaLand to that

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