Data¶
IceNet-MP downloads data using Anemoi. The northern and southern hemispheres are treated as separate datasets.
- OSI SAF sea ice concentration (serving as both a model input and a forecast target)
- ERA5 atmospheric reanalysis fields (e.g. temperature, wind, radiation)
- Argo ocean float observations (e.g. surface and sub-surface ocean state)
Each dataset has a "full" (multi-decadal) and a "sample" (2-3 year) variant, with the resolution and date range encoded into the filename, following Anemoi conventions.
OSI SAF data¶
To obtain continuous sea-ice concentration records from 1979 through to the present day, a series of OSI SAF datasets with 25 km spatial resolution are combined. Each of these is a L3/L4 reprocessed product, drawing primarily on satellite data.
| Period | Product | Sensor family |
|---|---|---|
| 1979-01-01 to 2002-12-31 | OSI-450-a1 | SMMR, SSM/I, SSMIS |
| 2003-01-01 to 2011-10-04 | OSI-458 | AMSR-E |
| 2011-10-05 to 2012-07-23 | OSI-450-a1 | SSMIS |
| 2012-07-24 to 2020-12-31 | OSI-458 | AMSR2 |
| 2021-01-01 to 2025-12-31 | OSI-438 | AMSR2 |
The full-resolution datasets are detailed in:
icenet_mp/config/data/datasets/full_sicnorth_osisaf_25p0km_1979_2025_24h_v1.yamlicenet_mp/config/data/datasets/full_sicsouth_osisaf_25p0km_1979_2025_24h_v1.yaml
and contain the following subset of available variables
ice_conc: sea ice concentrationstatus_flag: categorisation of the predominant surfacetotal_standard_uncertainty: uncertainty on the sea ice concentration
Other OSI SAF products¶
Higher resolution OSI SAF datasets exist (for example with 10 km spatial resolution), but these are not currently used by IceNet-MP.
ERA 5 data¶
Atmospheric reanalysis data from 1979 through to the present day is retrieved from ERA5 via the CDS MARS API. Data is download at 0.25 degree resolution before being reprojected onto the same 25 km EASE2 grid as the sea-ice concentration records.
The full-resolution datasets are detailed in:
icenet_mp/config/data/datasets/full_weathernorth_era5_25p0km_1979_2025_24h_v3.yamlicenet_mp/config/data/datasets/full_weathersouth_era5_25p0km_1979_2025_24h_v3.yaml
and contain the following subset of available variables:
Surface fields (levtype: sfc):
2t: 2 m air temperaturesp: surface pressure10u,10v: 10 m wind componentsmsl: mean sea level pressure
Pressure-level fields (levtype: pl, at 10, 250, 500 and 1000 hPa):
z: geopotential heightt: air temperatureq: specific humidityu,v: wind components
Time-varying forcings, computed rather than retrieved:
cos_julian_day,sin_julian_day: encoded day of yearinsolation: top-of-atmosphere solar radiation
Argo float data¶
In-situ ocean observations are drawn from the Argo float programme, gridded onto the same 25 km EASE2 grid as the other datasets. Coverage begins on 1999-07-26, once enough floats were deployed to provide usable spatial coverage, and is sparser in the early years, with many missing dates before continuous daily coverage becomes available.
The full-resolution datasets are detailed in:
icenet_mp/config/data/datasets/full_floatnorth_argo_25p0km_1999_2025_24h_v2.yamlicenet_mp/config/data/datasets/full_floatsouth_argo_25p0km_1999_2025_24h_v2.yaml
and contain the following variables:
TEMP: ocean temperaturePSAL: practical salinity
Missing values (where no float profile is available at a grid cell) are filled with a sentinel value of 99 rather than left as NaN.