Arctic PASSION - High Resolution Synthetic Aperture Radar based Risk Index Outcome (AP-RIO)

The Risk Index Outcome (RIO) is a critical component of the Polar Operational Limit Assessment Risk Indexing System (POLARIS) developed by the International Maritime Organization (IMO, 2016). RIO evaluates the operational risks for ships navigating in ice-infested waters by evaluating ice conditions...

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Main Authors: Dybkjær, Gorm, Suhr, Magnus Barfod, Gierisch, Andrea M U, Kreiner, Matilde Brandt, Ribergaard, Mads Hvid, Wulf, Tore, Singha, Suman
Format: Dataset
Language:English
Published: PANGAEA 2025
Subjects:
Online Access:https://doi.pangaea.de/10.1594/PANGAEA.975054
https://doi.org/10.1594/PANGAEA.975054
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author Dybkjær, Gorm
Suhr, Magnus Barfod
Gierisch, Andrea M U
Kreiner, Matilde Brandt
Ribergaard, Mads Hvid
Wulf, Tore
Singha, Suman
author_facet Dybkjær, Gorm
Suhr, Magnus Barfod
Gierisch, Andrea M U
Kreiner, Matilde Brandt
Ribergaard, Mads Hvid
Wulf, Tore
Singha, Suman
author_sort Dybkjær, Gorm
collection PANGAEA - Data Publisher for Earth & Environmental Science
description The Risk Index Outcome (RIO) is a critical component of the Polar Operational Limit Assessment Risk Indexing System (POLARIS) developed by the International Maritime Organization (IMO, 2016). RIO evaluates the operational risks for ships navigating in ice-infested waters by evaluating ice conditions and offers a quantifiable measure of risk that aids in decision-making for safe navigation in polar regions based on ship ice class, sea ice type/stage of development (SOD) and sea ice concentration (SIC). The DMI-led Automated Sea Ice Products (DMI-ASIP; Wulf et al., 2024, dataset) provides daily maps of SOD and SIC based on Sentinel-1 SAR imagery, AMSR-2 Passive Microwave and Ice Charts from the Greenland and Canadian Ice Services, combined with novel AI retrieval and processing techniques. In the framework of EU funded Arctic PASSION project, we produced 10 years of satellite observation based weekly RIO maps referred as the Arctic PASSION-RIO (AP-RIO) by leveraging DMI-ASIP datasets. The AP-RIO dataset will provide weekly risk assessment maps for the given ship classes and will support the establishment of a 10 year climatology thereby enabling the assessment of RIO variability in the years covered by the input DMI-ASIP products. The AP-RIO dataset will enhance the safety and efficiency of maritime operations in the polar seas, providing a robust reference for evaluating normal and extreme ice conditions. AP-RIO is produced in the framework of the Arctic PASSION project (European Union's Horizon 2020 research and innovation program under grant agreement No. 101003472) and supported by the DMI-ASIP development team. Algorithm and Processing Scheme: SIC and SOD from ASIP are processed (by taking the mean and mode respectively) into a weekly field based on the daily files for that week. This is done for the time period of 3 Oct. 2014 - 3 Oct. 2024. The weekly SOD is used to find the Risk Value (RV) by looking at the lookup table (Dybkjær et al. 2025a). Risk Index Outcome (RIO) values are computed for each pixel in ...
format Dataset
genre Arctic
Arctic
Arctic Ocean
Greenland
Sea ice
The Cryosphere
genre_facet Arctic
Arctic
Arctic Ocean
Greenland
Sea ice
The Cryosphere
geographic Arctic
Arctic Ocean
Greenland
geographic_facet Arctic
Arctic Ocean
Greenland
id ftpangaea:oai:pangaea.de:doi:10.1594/PANGAEA.975054
institution Open Polar
language English
long_lat ENVELOPE(179.999999,-179.999999,90.000000,45.000000)
op_collection_id ftpangaea
op_coverage MEDIAN LATITUDE: 67.500000 * MEDIAN LONGITUDE: 180.000000 * SOUTH-BOUND LATITUDE: 45.000000 * WEST-BOUND LONGITUDE: 179.999999 * NORTH-BOUND LATITUDE: 90.000000 * EAST-BOUND LONGITUDE: -179.999999 * DATE/TIME START: 2014-10-03T00:00:00 * DATE/TIME END: 2025-01-02T00:00:00
op_doi https://doi.org/10.1594/PANGAEA.97505410.48670/MDS-0034310.5194/tc-18-5277-2024
op_relation European Union-Copernicus Marine Service (2024): Arctic Ocean - High Resolution Sea Ice Information L3 [dataset]. Mercator Ocean International, https://doi.org/10.48670/MDS-00343
International Maritime Organization (IMO) (2016): Guidance on methodologies for assessing operational capabilities and limitations in ice. https://www.imorules.com/MSCCIRC_1519.html
Wulf, Tore; Buus-Hinkler, Jørgen; Singha, Suman; Shi, Hoyeon; Kreiner, Matilde Brandt (2024): Pan-Arctic sea ice concentration from SAR and passive microwave. The Cryosphere, 18(11), 5277-5300, https://doi.org/10.5194/tc-18-5277-2024
Dybkjær, Gorm; Suhr, Magnus Barfod; Gierisch, Andrea M U; Kreiner, Matilde Brandt; Ribergaard, Mads Hvid; Wulf, Tore; Singha, Suman (2025): RIO classes for 3 selected ship classes. https://download.pangaea.de/reference/132355/attachments/RIO%20classes%20for%203%20selected%20ship%20classes.png
Dybkjær, Gorm; Suhr, Magnus Barfod; Gierisch, Andrea M U; Kreiner, Matilde Brandt; Ribergaard, Mads Hvid; Wulf, Tore; Singha, Suman (2025): Risk Value (RV) lookup table based on SOD from ASIP. https://download.pangaea.de/reference/132352/attachments/Risk%20Value%20%28RV%29%20lookup%20table%20based%20on%20SOD%20from%20ASIP.png
https://doi.pangaea.de/10.1594/PANGAEA.975054
https://doi.org/10.1594/PANGAEA.975054
op_rights CC-BY-4.0: Creative Commons Attribution 4.0 International
Access constraints: unrestricted
info:eu-repo/semantics/openAccess
publishDate 2025
publisher PANGAEA
record_format openpolar
spelling ftpangaea:oai:pangaea.de:doi:10.1594/PANGAEA.975054 2025-05-18T13:57:10+00:00 Arctic PASSION - High Resolution Synthetic Aperture Radar based Risk Index Outcome (AP-RIO) Dybkjær, Gorm Suhr, Magnus Barfod Gierisch, Andrea M U Kreiner, Matilde Brandt Ribergaard, Mads Hvid Wulf, Tore Singha, Suman MEDIAN LATITUDE: 67.500000 * MEDIAN LONGITUDE: 180.000000 * SOUTH-BOUND LATITUDE: 45.000000 * WEST-BOUND LONGITUDE: 179.999999 * NORTH-BOUND LATITUDE: 90.000000 * EAST-BOUND LONGITUDE: -179.999999 * DATE/TIME START: 2014-10-03T00:00:00 * DATE/TIME END: 2025-01-02T00:00:00 2025 text/tab-separated-values, 1605 data points https://doi.pangaea.de/10.1594/PANGAEA.975054 https://doi.org/10.1594/PANGAEA.975054 en eng PANGAEA European Union-Copernicus Marine Service (2024): Arctic Ocean - High Resolution Sea Ice Information L3 [dataset]. Mercator Ocean International, https://doi.org/10.48670/MDS-00343 International Maritime Organization (IMO) (2016): Guidance on methodologies for assessing operational capabilities and limitations in ice. https://www.imorules.com/MSCCIRC_1519.html Wulf, Tore; Buus-Hinkler, Jørgen; Singha, Suman; Shi, Hoyeon; Kreiner, Matilde Brandt (2024): Pan-Arctic sea ice concentration from SAR and passive microwave. The Cryosphere, 18(11), 5277-5300, https://doi.org/10.5194/tc-18-5277-2024 Dybkjær, Gorm; Suhr, Magnus Barfod; Gierisch, Andrea M U; Kreiner, Matilde Brandt; Ribergaard, Mads Hvid; Wulf, Tore; Singha, Suman (2025): RIO classes for 3 selected ship classes. https://download.pangaea.de/reference/132355/attachments/RIO%20classes%20for%203%20selected%20ship%20classes.png Dybkjær, Gorm; Suhr, Magnus Barfod; Gierisch, Andrea M U; Kreiner, Matilde Brandt; Ribergaard, Mads Hvid; Wulf, Tore; Singha, Suman (2025): Risk Value (RV) lookup table based on SOD from ASIP. https://download.pangaea.de/reference/132352/attachments/Risk%20Value%20%28RV%29%20lookup%20table%20based%20on%20SOD%20from%20ASIP.png https://doi.pangaea.de/10.1594/PANGAEA.975054 https://doi.org/10.1594/PANGAEA.975054 CC-BY-4.0: Creative Commons Attribution 4.0 International Access constraints: unrestricted info:eu-repo/semantics/openAccess AP-RIO Arctic_PASSION Arctic Ocean Arctic PASSION Risk Index Outcome Automated Sea Ice Products (ASIP) Binary Object Binary Object (File Size) Binary Object (MD5 Hash) Binary Object (Media Type) DMI- ASIP File content File name Navigation Pan-Arctic observing System of Systems: Implementing Observations for societal Needs Risk Index Outcome (RIO) Risk Index Outcome (RIO) values from calculation Satellite imagery SATI Sea ice synthetic aperture radar dataset 2025 ftpangaea https://doi.org/10.1594/PANGAEA.97505410.48670/MDS-0034310.5194/tc-18-5277-2024 2025-04-24T14:25:16Z The Risk Index Outcome (RIO) is a critical component of the Polar Operational Limit Assessment Risk Indexing System (POLARIS) developed by the International Maritime Organization (IMO, 2016). RIO evaluates the operational risks for ships navigating in ice-infested waters by evaluating ice conditions and offers a quantifiable measure of risk that aids in decision-making for safe navigation in polar regions based on ship ice class, sea ice type/stage of development (SOD) and sea ice concentration (SIC). The DMI-led Automated Sea Ice Products (DMI-ASIP; Wulf et al., 2024, dataset) provides daily maps of SOD and SIC based on Sentinel-1 SAR imagery, AMSR-2 Passive Microwave and Ice Charts from the Greenland and Canadian Ice Services, combined with novel AI retrieval and processing techniques. In the framework of EU funded Arctic PASSION project, we produced 10 years of satellite observation based weekly RIO maps referred as the Arctic PASSION-RIO (AP-RIO) by leveraging DMI-ASIP datasets. The AP-RIO dataset will provide weekly risk assessment maps for the given ship classes and will support the establishment of a 10 year climatology thereby enabling the assessment of RIO variability in the years covered by the input DMI-ASIP products. The AP-RIO dataset will enhance the safety and efficiency of maritime operations in the polar seas, providing a robust reference for evaluating normal and extreme ice conditions. AP-RIO is produced in the framework of the Arctic PASSION project (European Union's Horizon 2020 research and innovation program under grant agreement No. 101003472) and supported by the DMI-ASIP development team. Algorithm and Processing Scheme: SIC and SOD from ASIP are processed (by taking the mean and mode respectively) into a weekly field based on the daily files for that week. This is done for the time period of 3 Oct. 2014 - 3 Oct. 2024. The weekly SOD is used to find the Risk Value (RV) by looking at the lookup table (Dybkjær et al. 2025a). Risk Index Outcome (RIO) values are computed for each pixel in ... Dataset Arctic Arctic Arctic Ocean Greenland Sea ice The Cryosphere PANGAEA - Data Publisher for Earth & Environmental Science Arctic Arctic Ocean Greenland ENVELOPE(179.999999,-179.999999,90.000000,45.000000)
spellingShingle AP-RIO
Arctic_PASSION
Arctic Ocean
Arctic PASSION Risk Index Outcome
Automated Sea Ice Products (ASIP)
Binary Object
Binary Object (File Size)
Binary Object (MD5 Hash)
Binary Object (Media Type)
DMI- ASIP
File content
File name
Navigation
Pan-Arctic observing System of Systems: Implementing Observations for societal Needs
Risk Index Outcome (RIO)
Risk Index Outcome (RIO) values from calculation
Satellite imagery
SATI
Sea ice
synthetic aperture radar
Dybkjær, Gorm
Suhr, Magnus Barfod
Gierisch, Andrea M U
Kreiner, Matilde Brandt
Ribergaard, Mads Hvid
Wulf, Tore
Singha, Suman
Arctic PASSION - High Resolution Synthetic Aperture Radar based Risk Index Outcome (AP-RIO)
title Arctic PASSION - High Resolution Synthetic Aperture Radar based Risk Index Outcome (AP-RIO)
title_full Arctic PASSION - High Resolution Synthetic Aperture Radar based Risk Index Outcome (AP-RIO)
title_fullStr Arctic PASSION - High Resolution Synthetic Aperture Radar based Risk Index Outcome (AP-RIO)
title_full_unstemmed Arctic PASSION - High Resolution Synthetic Aperture Radar based Risk Index Outcome (AP-RIO)
title_short Arctic PASSION - High Resolution Synthetic Aperture Radar based Risk Index Outcome (AP-RIO)
title_sort arctic passion - high resolution synthetic aperture radar based risk index outcome (ap-rio)
topic AP-RIO
Arctic_PASSION
Arctic Ocean
Arctic PASSION Risk Index Outcome
Automated Sea Ice Products (ASIP)
Binary Object
Binary Object (File Size)
Binary Object (MD5 Hash)
Binary Object (Media Type)
DMI- ASIP
File content
File name
Navigation
Pan-Arctic observing System of Systems: Implementing Observations for societal Needs
Risk Index Outcome (RIO)
Risk Index Outcome (RIO) values from calculation
Satellite imagery
SATI
Sea ice
synthetic aperture radar
topic_facet AP-RIO
Arctic_PASSION
Arctic Ocean
Arctic PASSION Risk Index Outcome
Automated Sea Ice Products (ASIP)
Binary Object
Binary Object (File Size)
Binary Object (MD5 Hash)
Binary Object (Media Type)
DMI- ASIP
File content
File name
Navigation
Pan-Arctic observing System of Systems: Implementing Observations for societal Needs
Risk Index Outcome (RIO)
Risk Index Outcome (RIO) values from calculation
Satellite imagery
SATI
Sea ice
synthetic aperture radar
url https://doi.pangaea.de/10.1594/PANGAEA.975054
https://doi.org/10.1594/PANGAEA.975054