OSI SAF (sea ice concentration)¶
EUMETSAT OSI SAF Global Sea-Ice Concentration Climate Data Record (OSI-450-a1 and related products)
Available
Current status
Operational, but in a transition between input sensors. Because access to DMSP SSMIS data became unstable, the SSMIS-based interim record (OSI-430-a) has been suspended since 17 October 2025, and the AMSR2-based interim record (OSI-438, declared operational on 2026-05-04) has taken over. From 1 September 2026 the AMSR3-based interim record (OSI-438-a) provides the fast-track updates (about 2 days latency).
At a glance¶
| Item | Details |
|---|---|
| Section | Sea ice › Satellite products (also listed in: Satellite › Sea ice) |
| Type | Satellite product |
| Domains | Sea ice, Ocean |
| Provider | EUMETSAT Ocean and Sea Ice Satellite Application Facility (OSI SAF) / Norwegian Meteorological Institute (MET Norway) |
| Period | 1978-10 ~ present |
| Coverage | Both poles |
| Horizontal resolution | Climate records on the 25 km EASE2 grid (Lambert Azimuthal Equal Area, 432 x 432 for each hemisphere) / near-real-time OSI-401-d and OSI-408 on a 10 km polar stereographic grid |
| Vertical resolution | Not applicable (surface product) |
| Temporal resolution | Daily means (centred on 12:00 UTC); monthly and yearly mean files and monthly sea-ice area and extent indices provided separately |
| Update frequency | ICDR updated daily — nominal files about 16 days latency, fast-track files about 2 days latency (FTP only, replaced by nominal files after 16 days). Near-real-time OSI-401-d and OSI-408 about 5 hours latency. |
| Licence | CC BY 4.0 (credit "EUMETSAT OSI SAF" and give the DOI) |
| Account required | No |
Note on period: The SSMIS-series CDR (OSI-450-a1) covers 1978-10-25 to 2020-12-31, and its extension OSI-430-a covers 2021-01-01 to 2025-10-16, where it stopped. The AMSR series continues with the CDR OSI-458 (2002-06 to 2020-12, gap 2011-10 to 2012-07) and the ICDRs OSI-438 (from 2021-01, AMSR2) and OSI-438-a (from 2026-09, AMSR3). Before July 1987 (SMMR) the temporal sampling is 48 hours.
How to read the resolution
- Horizontal resolution lists both the native model grid and the grid you download, as given in the official documentation. The same dataset can come on different grids from different providers or products, so check the grid of your downloaded file.
- Grid spacing is not the effective resolution. A provided grid that is finer than the native one carries no extra information.
- Intervals and whether a value is instantaneous, mean or accumulated differ between variables — see 'Available variables' below.
- The 'provided resolution' in lists and the comparison table is a simplified km/degree value for quick comparison. Use this page for exact values.
Overview¶
Global (Northern and Southern Hemisphere) sea-ice concentration from EUMETSAT OSI SAF, derived from SMMR, SSM/I, SSMIS and AMSR-E/AMSR2/AMSR3 passive microwave observations. Atmospheric effects are corrected with ERA5, tie-points are dynamic, and every grid cell comes with an uncertainty estimate. Use the CDR and its interim extension (ICDR) for long-term climate analyses, and the near-real-time products (OSI-401-d, OSI-408) for current conditions. The algorithms are shared with the ESA CCI Sea Ice project, and the records are redistributed by Copernicus Marine and the C3S CDS.
What changes with the successor¶
OSI SAF SSMIS series → OSI SAF AMSR series¶
Transition: 2025-10
As DMSP SSMIS data became intermittent, OSI SAF moved the extension (ICDR) of its sea-ice concentration climate record from the SSMIS series to the AMSR series. The SSMIS ICDR OSI-430-a was suspended on 2025-10-17, the AMSR2-based OSI-438 was declared operational on 2026-05-04, and from 2026-09-01 the AMSR3-based OSI-438-a provides the fast-track updates. Grid and latency are unchanged, but the AMSR record starts only in 2002, so treat it separately from the single long record starting in 1978.
| Aspect | OSI SAF SSMIS series | OSI SAF AMSR series |
|---|---|---|
| Input sensors | SMMR, SSM/I, SSMIS (DMSP SSMIS for the extension from 2021) | AMSR-E (2002-06 to 2011-10), AMSR2 (2012-07 onwards), GOSAT-GW AMSR3 from 2026-09-01 |
| Climate data record (CDR) | OSI-450-a1 — 1978-10-25 to 2020-12-31 | OSI-458 — 2002-06-01 to 2020-12-31 (gap 2011-10-04 to 2012-07-23) |
| Interim climate data record (ICDR) | OSI-430-a — 2021-01-01 to 2025-10-16 (suspended 2025-10-17) | OSI-438 (AMSR2) from 2021-01-01, operational 2026-05-04 / OSI-438-a (AMSR3) from 2026-09-01 |
| Grid, time step and latency | 25 km EASE2, daily means, nominal 16 days and fast-track 2 days latency | Unchanged — 25 km EASE2, daily means, nominal 16 days and fast-track 2 days latency |
| Fast-track files | OSI-430-a fast-track (FTP only) | From 2026-09-01 fast-track only from OSI-438-a (AMSR3); OSI-438 (AMSR2) continues with nominal files only, at a new FTP location |
| Effective sensor resolution and coastal contamination | SSMIS effective resolution about 30–60 km; relatively strong land spill-over at coasts | AMSR effective resolution about 15–25 km; sharper ice edge and less land spill-over |
| Polar observation hole | SSMIS — north of 89°N | AMSR-E north of 89.5°N; AMSR3 slightly larger than AMSR2 because of its narrower swath |
| Product ID in file names | cdr-v3p1 (OSI-450-a1) / icdr-v3p0, icdrft-v3p0 (OSI-430-a) | cdr-v3p0-amsr (OSI-458) / icdr-v3p0-amsr, icdrft-v3p0-amsr (OSI-438) |
| FTP directories (under ftp://osisaf.met.no/reprocessed/) | ice/conc/v3p1 (OSI-450-a1), conc-cont-reproc/v3p0 (OSI-430-a) | ice/conc_amsr/v3p0 (OSI-458), ice/conc-cont-reproc-amsr/v3p0_amsr2_continued (OSI-438), ice/conc-cont-reproc-amsr/v3p0 (OSI-438-a) |
| DOI | 10.15770/EUM_SAF_OSI_0023 (OSI-450-a1), 10.15770/EUM_SAF_OSI_0014 (OSI-430-a) | 10.15770/EUM_SAF_OSI_0015 (OSI-458), 10.15770/EUM_SAF_OSI_0024 (OSI-438), 10.15770/EUM_SAF_OSI_0027 (OSI-438-a) |
| Near-real-time products (10 km polar stereographic) | OSI-401-d (SSMIS) — users advised to move away because of unstable input | OSI-408-a (AMSR2, from 2016); from 2026-09-01 OSI-408-g (AMSR3, file names amsr2 → amsr3) |
Things to watch when switching
- The single SSMIS-series record from 1978 stops at 2025-10-16. If you fill 2021 onwards with the AMSR ICDR (OSI-438), use the matching AMSR CDR (OSI-458) for consistency — which means starting in 2002.
- Joining different series into one time series (e.g. OSI-450-a1 + OSI-438) can introduce a step at the junction because of differences in sensor resolution and coastal contamination. If you must, first quantify the difference between the two series over their 2002–2020 overlap.
- Automated download scripts need the new FTP directories and product IDs in file names (icdr-v3p0 → icdr-v3p0-amsr, etc.). For 2-day-latency files after 2026-09-01, switch to OSI-438-a.
- After the switch to AMSR3 on 2026-09-01, OSI-438-a uses a different sensor from OSI-438 (AMSR2). Use OSI-438-a for the most recent weeks and the nominal OSI-438 files for climate analyses, and document it if you mix the two.
- Cite the DOI of each product you actually used (OSI-458, OSI-438, OSI-438-a).
Sources: OSI SAF — Implications of the end of SSMIS data on OSI SAF products · OSI SAF — Implications of AMSR2 being replaced by AMSR3 on OSI SAF products · OSI SAF Service Message · OSI-430-a product page · OSI-438 product page · OSI-458 product page · Sea-ice concentration CDR/ICDR Product User Manual (PUM v3.4)
OSI-450-a v3.0 → OSI-450-a1 v3.1¶
Transition: 2025-06
A bug was found in the land spill-over correction of the SSMIS-series CDR OSI-450-a, and a corrected release, OSI-450-a1, was issued with a new DOI. Period, grid and variables are unchanged.
| Aspect | OSI-450-a v3.0 | OSI-450-a1 v3.1 |
|---|---|---|
| Land spill-over correction | Bug made coastal values too high on 343 days | Fixed (affected dates listed in PUM Appendix B) |
| Version and DOI | v3.0, DOI 10.15770/EUM_SAF_OSI_0013 | v3.1, DOI 10.15770/EUM_SAF_OSI_0023 (declared operational 2025-06-04) |
| FTP directory (under ftp://osisaf.met.no/reprocessed/) | ice/conc/v3p0 | ice/conc/v3p1 |
| Period, grid and variables | 1978-10-25 to 2020-12-31, 25 km EASE2 | Unchanged |
Things to watch when switching
- If you have OSI-450-a files, replace them with OSI-450-a1. Check the affected dates (PUM Appendix B), especially if you work on concentration or area near coasts.
- Update the DOI you cite to 10.15770/EUM_SAF_OSI_0023.
Sources: OSI-450-a1 product page · OSI-450-a product page (superseded) · Sea-ice concentration CDR/ICDR Product User Manual (PUM v3.4)
Available variables¶
Variables in the daily climate-record (CDR/ICDR) files, following the Product User Manual (PUM v3.4). Monthly and yearly files have no uncertainty variables, and monthly/yearly means below 10% are removed from ice_conc and moved to raw_ice_conc_values. The near-real-time files (OSI-401-d, OSI-408) contain a different set of variables.
Time-stamp convention — instantaneous, mean or accumulated? — click to show
Each value in the daily climate-record files (CDR/ICDR) is a daily mean of the satellite observations over the 24 hours (00–24 UTC) centred on 12:00 UTC, with equal weight per grid cell. The time in the file name (…1200) is the centre of the averaging period, not an instantaneous value. Monthly and yearly files are averages of the daily fields.
- Daily fields: footprints within 12.5 km are averaged over the day (L3), and grid cells without observations are filled using the mean of the neighbouring days (D-1, D+1) and spatial interpolation (L4). Interpolated cells are marked in status_flag.
- Before July 1987 (SMMR) the sensor operated only every other day, so the temporal sampling is 48 hours and gap filling uses D-2 and D+2.
- Monthly and yearly means average the unfiltered daily concentrations (ice_conc + raw_ice_conc_values); values below 10% are then set to 0% and values above 100% to 100%. Missing days are not interpolated, and no monthly file is produced if more than 5 consecutive days are missing.
- Monthly and yearly files have no uncertainty variables. The daily uncertainty is one standard deviation of that day's mean field (before filtering) and is not given for interpolated cells.
- The near-real-time OSI-401-d and OSI-408 are also one field per day (centred on 12:00), but processing and grids differ from the climate records, so do not assume the same rules.
Source: OSI SAF sea-ice concentration CDR ATBD v3.2 (Section 6.1) / PUM v3.4 / OSI-450-a1 product page
instantaneous mean accumulated maximum minimum static — instantaneous: value at the time stamp · mean/accumulated/maximum/minimum: over the indicated interval · static: does not change with time
Sea-ice concentration¶
| Variable | Short name | Units | Time convention | Notes |
|---|---|---|---|---|
| Sea-ice concentration (filtered) | ice_conc |
% | Daily mean | 24-hour mean centred on 12:00 UTC (48-hour sampling in the SMMR period). In monthly and yearly files the same variable is the monthly or yearly mean |
| Raw sea-ice concentration values (including values below 0% and above 100%) | raw_ice_conc_values |
% | Daily mean | Original values of the cells changed by filtering in the same daily field as ice_conc. In monthly and yearly files, the values cut off after averaging |
Uncertainty (one standard deviation)¶
| Variable | Short name | Units | Time convention | Notes |
|---|---|---|---|---|
| Total uncertainty | total_standard_uncertainty |
% | Daily mean | Uncertainty of that day's mean concentration (before filtering), combining the algorithm and smearing variances; not given for interpolated cells. Daily files only |
| Algorithm uncertainty | algorithm_standard_uncertainty |
% | Daily mean | Belongs to the daily mean concentration; combines the uncertainties of the day's observations as variances |
| Smearing uncertainty | smearing_standard_uncertainty |
% | Daily mean | Belongs to the daily mean concentration (error from the mismatch between sensor footprint and grid resolution) |
Quality information¶
| Variable | Short name | Units | Time convention | Notes |
|---|---|---|---|---|
| Status flag | status_flag |
bit flags | Daily mean | Per-day flags for the processing applied to the daily field (land/lake, open-water filter, coastal correction, temporal/spatial interpolation, outside climatology, etc.). Land and lake bits come from a fixed mask; the maximum-ice climatology bit changes by month |
The full variable list is in the official documentation.
How to get the data¶
- OSI SAF product page — OSI-450-a1 (SSMIS-series CDR v3.1) — Product information / FTP (ice/conc/v3p1 under ftp://osisaf.met.no/reprocessed/) No login needed
- Each product page lists the FTP directory, DOI, citation text and documentation.
- MET Norway THREDDS — sea-ice concentration climate data record catalogue — THREDDS / OPeNDAP / HTTP download No login needed
- No account needed; OPeNDAP lets you read only the region and period you need.
- OSI SAF product page — OSI-438 (AMSR2-based ICDR) — FTP (ice/conc-cont-reproc-amsr/ under ftp://osisaf.met.no/reprocessed/) / THREDDS / EUMETSAT Data Store No login needed
- The recommended extension for 2021 onwards. From 2026-09-01 only the nominal (16-day latency) files continue, at a new FTP location.
- OSI SAF product page — OSI-438-a (AMSR3-based ICDR) — FTP / THREDDS / EUMETSAT Data Store No login needed
- Operational since 2026-09-01. Use this product for fast-track files with about 2 days latency.
- Copernicus Marine — SEAICE_GLO_SEAICE_L4_REP_OBSERVATIONS_011_009 — Web download / copernicusmarine toolbox
- Redistribution of the OSI SAF climate records. Requires a Copernicus Marine account.
- C3S Climate Data Store — Sea ice concentration from 1978 to present derived from satellite observations — Web download / CDS API
- Requires an ECMWF account. The SSMIS-based product spans 1979–2025 and is not updated; only the AMSR-based product is updated operationally.
- OSI SAF product page — OSI-408-a (AMSR2 near-real-time, 10 km) — FTP (ftp://osisaf.met.no/prod/ last 31 days, /archive/ full record) / THREDDS / EUMETCast No login needed
- Operational near-real-time product with a different algorithm and grid from the climate records. From 2026-09-01 the AMSR3-based OSI-408-g is the main product.
Example code¶
Assumes a daily file downloaded via FTP or THREDDS from the product page. File names follow ice_conc_
import xarray as xr
# e.g. OSI-450-a1 Northern Hemisphere daily file (product ID cdr-v3p1)
ds = xr.open_dataset("ice_conc_nh_ease2-250_cdr-v3p1_201909011200.nc")
sic = ds["ice_conc"].squeeze() # units: % (0–100), one day's 2-D grid
unc = ds["total_standard_uncertainty"].squeeze() # units: % (one standard deviation)
# EASE2 grid is equal-area 25 km x 25 km -> cell area 625 km²
area_km2 = float((sic.where(sic >= 15) / 100 * 625).sum())
print(f"Sea-ice area (cells with concentration >= 15%): {area_km2:,.0f} km²")
Practical tips¶
- The SSMIS series (OSI-450-a1 + OSI-430-a) and the AMSR series (OSI-458 + OSI-438 + OSI-438-a) are separate records. When extending beyond 2020, use the ICDR from the same series as your CDR. OSI-430-a ended at 2025-10-16, so if you need ongoing updates, move to the AMSR series.
- The earlier OSI-450-a (DOI 10.15770/EUM_SAF_OSI_0013) had a land spill-over correction bug affecting 343 days and was replaced in 2025 by the corrected OSI-450-a1 (DOI 10.15770/EUM_SAF_OSI_0023). The affected dates are listed in PUM Appendix B.
- In summer, melt ponds look like open water to microwave radiometers, so concentration is underestimated. This error is not included in the uncertainty variables, so take care with Arctic concentrations in June–August. Thin ice at the edge below about 10% can also be removed to 0% by the weather filter.
- The polar observation hole differs by sensor (poleward of 84°N for SMMR, 87°N for SSM/I, 89°N for SSMIS). In the climate records it is filled by interpolation, so check interpolated cells with status_flag and state how you treat this area when computing your own area or extent series.
Notices and change history¶
2026-10-23 · Warning · Missing AMSR3 products (update, Service Message
In relation to the previous message #3605, OSI SAF is not yet receiving input data from the originating centre, and the timeline at this moment is unknown. AMSR3-based sea-ice products may therefore remain missing after 23 October 2026.
2026-10-20 · Warning · Missing AMSR3 products (19 to 23 October 2026, Service Message
Due to a system maintenance at the originating centre (JAXA) from 19 October 05:00 UTC to 23 October 2026 03:00 UTC, the GOSAT-GW AMSR3 products Level 2 PMW Sea-Ice Concentration (OSI-410-g), Sea-Ice Concentration (AMSR3) (OSI-408-g) and Sea-Ice Emissivity (OSI-404-d) will be unavailable or delayed.
2026-08-31 · Warning · Operational release of AMSR3-based sea-ice products on 1st September 2026 (Service Message
AMSR3 becomes the main satellite input, and the AMSR3-based ICDR OSI-438-a (about 2 days latency) is now operational. For the AMSR2-based OSI-438, only the nominal ICDR (16 days latency) continues, at a new FTP location; users of the fast-track ICDR are invited to use OSI-438-a. The near-real-time L3 concentration moves to OSI-408-g (AMSR3) with new file names.
2026-05-04 · Info · AMSR2-based ICDR OSI-438 declared operational
OSI-438 (AMSR2-based interim record from 2021), available as a demonstrational product since July 2025, was declared operational on 2026-05-04. It extends the AMSR-series CDR OSI-458 consistently.
2025-10-17 · Critical · SSMIS-based ICDR OSI-430-a suspended
OSI-430-a was suspended because of unstable access to DMSP SSMIS data; long gaps in the input affect its temporal consistency (last date 2025-10-16). OSI SAF recommends switching to the AMSR2-based OSI-438. The SSMIS-only near-real-time OSI-401-d is also affected by the unstable input, and users are advised to start using OSI-408-a.
2025-06-13 · Warning · Implications of the end of SSMIS data on OSI SAF products
In response to the U.S. Department of Defense plan to stop distributing SSMIS data (first set for 2025-06-30, later postponed, with best-effort distribution until September 2026), OSI SAF described the impact on each product. Multi-sensor products no longer use SSMIS from July 2025, and users of SSMIS-only products are advised to move to AMSR2-based products. The page is updated as the situation evolves.
2025-06-04 · Warning · Corrected CDR OSI-450-a1 released — replaces OSI-450-a
OSI-450-a1 (v3.1, new DOI 10.15770/EUM_SAF_OSI_0023) corrects OSI-450-a, in which a land spill-over correction bug affected 343 days, and is now the operational product. If you use OSI-450-a, switch to the new release.
References for your paper¶
Double-check before using in a paper
The citations below were compiled by the maintainer and may contain errors. Always double-check DOIs, authors, years and access-date formats against the provider's official dataset page and your journal's guidelines.
Dataset citation¶
SSMIS-series CDR — OSI-450-a1 (v3.1) — DOI 10.15770/EUM_SAF_OSI_0023
EUMETSAT Ocean and Sea Ice Satellite Application Facility, Global sea ice concentration climate data record 1978-2020 (v3.1, 2025), OSI-450-a1, doi:10.15770/EUM_SAF_OSI_0023 (Data extracted from [distributor] on [download date])
Show BibTeX
SSMIS-series ICDR — OSI-430-a (v3.0, 2021-01 to 2025-10) — DOI 10.15770/EUM_SAF_OSI_0014
EUMETSAT Ocean and Sea Ice Satellite Application Facility, Global sea ice concentration interim climate data record (SSMIS) (v3.0, 2022), OSI-430-a, doi:10.15770/EUM_SAF_OSI_0014
AMSR-series CDR — OSI-458 (v3.0) — DOI 10.15770/EUM_SAF_OSI_0015
EUMETSAT Ocean and Sea Ice Satellite Application Facility, Global sea ice concentration climate data record (AMSR) 2002-2020 (v3.0, 2022), OSI-458, doi:10.15770/EUM_SAF_OSI_0015
AMSR2 ICDR — OSI-438 (v3.0) — DOI 10.15770/EUM_SAF_OSI_0024
EUMETSAT Ocean and Sea Ice Satellite Application Facility, Global sea ice concentration interim climate data record (AMSR2) (v3.0, 2022), OSI-438, doi:10.15770/EUM_SAF_OSI_0024
AMSR3 ICDR — OSI-438-a (v3.0) — DOI 10.15770/EUM_SAF_OSI_0027
EUMETSAT Ocean and Sea Ice Satellite Application Facility, Global sea ice concentration interim climate data record (AMSR3) (v3.0, 2026), OSI-438-a, doi:10.15770/EUM_SAF_OSI_0027
Reference papers¶
Algorithm and version 2 climate record paper (methodology carried into v3) — DOI 10.5194/tc-13-49-2019
Lavergne, T., Sørensen, A. M., Kern, S., Tonboe, R., Notz, D., Aaboe, S., Bell, L., Dybkjær, G., Eastwood, S., Gabarro, C., Heygster, G., Killie, M. A., Brandt Kreiner, M., Lavelle, J., Saldo, R., Sandven, S., and Pedersen, L. T. (2019): Version 2 of the EUMETSAT OSI SAF and ESA CCI sea-ice concentration climate data records. The Cryosphere, 13, 49–78.
Show BibTeX
@article{lavergne2019osisaf,
author = {Lavergne, Thomas and S{\o}rensen, Atle Macdonald and Kern, Stefan and Tonboe, Rasmus and Notz, Dirk and Aaboe, Signe and Bell, Louisa and Dybkj{\ae}r, Gorm and Eastwood, Steinar and Gabarro, Carolina and Heygster, Georg and Killie, Mari Anne and Brandt Kreiner, Matilde and Lavelle, John and Saldo, Roberto and Sandven, Stein and Pedersen, Leif Toudal},
title = {Version 2 of the {EUMETSAT} {OSI SAF} and {ESA} {CCI} sea-ice concentration climate data records},
journal = {The Cryosphere},
volume = {13},
number = {1},
pages = {49--78},
year = {2019},
doi = {10.5194/tc-13-49-2019}
}
First EUMETSAT sea ice concentration climate record paper (optional) — DOI 10.5194/tc-10-2275-2016
Tonboe, R. T., et al. (2016): The EUMETSAT sea ice concentration climate data record. The Cryosphere, 10, 2275–2290.
Acknowledgements¶
Under CC BY 4.0, credit "EUMETSAT OSI SAF" as the source and give the DOI of each product you used (OSI-450-a1, OSI-438, etc.). If you downloaded from Copernicus Marine or the CDS, fill in the distributor and download date in the citation text.
If this page helped, please acknowledge the Korean Climate Data Navigator
Please add the sentence below to the Acknowledgements of your paper.