Identification of a Threshold Minimum Area for Reflectance Retrieval from Thermokarst Lakes and Ponds Using Full-Pixel Data from Sentinel-2
Thermokarst waterbodies caused by permafrost thawing and degradation are ubiquitous in many subarctic and Arctic regions. They are globally important components of the biogeochemical carbon cycle and have potential feedback effects on climate. These northern waters are mostly small lakes and ponds,...
Published in: | Remote Sensing |
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Language: | Spanish |
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2020
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Online Access: | http://hdl.handle.net/10451/42849 https://doi.org/10.3390/rs11060657 |
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ftunivlisboa:oai:repositorio.ul.pt:10451/42849 2023-05-15T15:17:16+02:00 Identification of a Threshold Minimum Area for Reflectance Retrieval from Thermokarst Lakes and Ponds Using Full-Pixel Data from Sentinel-2 Freitas, Pedro Vieira, Goncalo Canário, João Folhas, Diogo Vincent, Warwick 2020-04-15T12:03:17Z http://hdl.handle.net/10451/42849 https://doi.org/10.3390/rs11060657 spa spa MDPI https://www.mdpi.com/2072-4292/11/6/657 Freitas, P.; Vieira, G.; Canário, J.; Folhas, D.; Vincent, W. F (2019). Identification of a threshold minimum area for reflectance retrieval from thermokarst lakes and ponds using full-pixel data from Sentinel-2. Remote Sensing, 11, 657. doi:10.3390/rs11060657 2072-4292 http://hdl.handle.net/10451/42849 doi:10.3390/rs11060657 openAccess http://creativecommons.org/licenses/by/4.0/ CC-BY Lakes Ponds Permafrost Reflectance Satellite Sentinel-2 Subarctic Unmanned Aerial Systems article 2020 ftunivlisboa https://doi.org/10.3390/rs11060657 2022-05-25T18:41:14Z Thermokarst waterbodies caused by permafrost thawing and degradation are ubiquitous in many subarctic and Arctic regions. They are globally important components of the biogeochemical carbon cycle and have potential feedback effects on climate. These northern waters are mostly small lakes and ponds, and although they may be mapped using very high-resolution satellites or aerial photography, these approaches are generally not suitable for monitoring purposes, due to the cost and limited availability of such images. In this study we evaluated the potential use of widely available high-resolution imagery from Sentinel-2 (S2) for the characterization of the spectral reflectance of thermokarst lakes and ponds. Specifically, we aimed to define the minimum lake area that could be reliably imaged, and to identify challenges and solutions for remote sensing of such waters in the future. The study was conducted in subarctic Canada, in the vicinity of Whapmagoostui-Kuujjuarapik (Nunavik, Québec), an area in the sporadic permafrost zone with numerous thermokarst waterbodies that vary greatly in size. Ground truthing lake reflectance data were collected using an Unmanned Aerial System (UAS) fitted with a multispectral camera that collected images at 13 cm resolution. The results were compared with reflectance from Sentinel-2 images, and the effect of lake area on the reflectance response was assessed. Our results show that Sentinel-2 imagery was suitable for waterbodies larger than 350 m2 once their boundaries were defined, which in the two test sites would allow monitoring from 11% to 30% of the waterbodies and 73% to 85% of the total lake area. Challenges for remote sensing of small lakes include the confounding effects of water reflection (both direct radiation and diffuse), wind and shadow. Given the small threshold area and frequent revisit time, Sentinel-2 provides a valuable approach towards the continuous monitoring of waterbodies, including ponds and small lakes such as those found in thermokarst landscapes. UASs ... Article in Journal/Newspaper Arctic Kuujjuarapik permafrost Subarctic Thermokarst Nunavik Universidade de Lisboa: repositório.UL Arctic Nunavik Canada Kuujjuarapik ENVELOPE(-77.762,-77.762,55.276,55.276) Whapmagoostui ENVELOPE(-77.750,-77.750,55.250,55.250) Remote Sensing 11 6 657 |
institution |
Open Polar |
collection |
Universidade de Lisboa: repositório.UL |
op_collection_id |
ftunivlisboa |
language |
Spanish |
topic |
Lakes Ponds Permafrost Reflectance Satellite Sentinel-2 Subarctic Unmanned Aerial Systems |
spellingShingle |
Lakes Ponds Permafrost Reflectance Satellite Sentinel-2 Subarctic Unmanned Aerial Systems Freitas, Pedro Vieira, Goncalo Canário, João Folhas, Diogo Vincent, Warwick Identification of a Threshold Minimum Area for Reflectance Retrieval from Thermokarst Lakes and Ponds Using Full-Pixel Data from Sentinel-2 |
topic_facet |
Lakes Ponds Permafrost Reflectance Satellite Sentinel-2 Subarctic Unmanned Aerial Systems |
description |
Thermokarst waterbodies caused by permafrost thawing and degradation are ubiquitous in many subarctic and Arctic regions. They are globally important components of the biogeochemical carbon cycle and have potential feedback effects on climate. These northern waters are mostly small lakes and ponds, and although they may be mapped using very high-resolution satellites or aerial photography, these approaches are generally not suitable for monitoring purposes, due to the cost and limited availability of such images. In this study we evaluated the potential use of widely available high-resolution imagery from Sentinel-2 (S2) for the characterization of the spectral reflectance of thermokarst lakes and ponds. Specifically, we aimed to define the minimum lake area that could be reliably imaged, and to identify challenges and solutions for remote sensing of such waters in the future. The study was conducted in subarctic Canada, in the vicinity of Whapmagoostui-Kuujjuarapik (Nunavik, Québec), an area in the sporadic permafrost zone with numerous thermokarst waterbodies that vary greatly in size. Ground truthing lake reflectance data were collected using an Unmanned Aerial System (UAS) fitted with a multispectral camera that collected images at 13 cm resolution. The results were compared with reflectance from Sentinel-2 images, and the effect of lake area on the reflectance response was assessed. Our results show that Sentinel-2 imagery was suitable for waterbodies larger than 350 m2 once their boundaries were defined, which in the two test sites would allow monitoring from 11% to 30% of the waterbodies and 73% to 85% of the total lake area. Challenges for remote sensing of small lakes include the confounding effects of water reflection (both direct radiation and diffuse), wind and shadow. Given the small threshold area and frequent revisit time, Sentinel-2 provides a valuable approach towards the continuous monitoring of waterbodies, including ponds and small lakes such as those found in thermokarst landscapes. UASs ... |
format |
Article in Journal/Newspaper |
author |
Freitas, Pedro Vieira, Goncalo Canário, João Folhas, Diogo Vincent, Warwick |
author_facet |
Freitas, Pedro Vieira, Goncalo Canário, João Folhas, Diogo Vincent, Warwick |
author_sort |
Freitas, Pedro |
title |
Identification of a Threshold Minimum Area for Reflectance Retrieval from Thermokarst Lakes and Ponds Using Full-Pixel Data from Sentinel-2 |
title_short |
Identification of a Threshold Minimum Area for Reflectance Retrieval from Thermokarst Lakes and Ponds Using Full-Pixel Data from Sentinel-2 |
title_full |
Identification of a Threshold Minimum Area for Reflectance Retrieval from Thermokarst Lakes and Ponds Using Full-Pixel Data from Sentinel-2 |
title_fullStr |
Identification of a Threshold Minimum Area for Reflectance Retrieval from Thermokarst Lakes and Ponds Using Full-Pixel Data from Sentinel-2 |
title_full_unstemmed |
Identification of a Threshold Minimum Area for Reflectance Retrieval from Thermokarst Lakes and Ponds Using Full-Pixel Data from Sentinel-2 |
title_sort |
identification of a threshold minimum area for reflectance retrieval from thermokarst lakes and ponds using full-pixel data from sentinel-2 |
publisher |
MDPI |
publishDate |
2020 |
url |
http://hdl.handle.net/10451/42849 https://doi.org/10.3390/rs11060657 |
long_lat |
ENVELOPE(-77.762,-77.762,55.276,55.276) ENVELOPE(-77.750,-77.750,55.250,55.250) |
geographic |
Arctic Nunavik Canada Kuujjuarapik Whapmagoostui |
geographic_facet |
Arctic Nunavik Canada Kuujjuarapik Whapmagoostui |
genre |
Arctic Kuujjuarapik permafrost Subarctic Thermokarst Nunavik |
genre_facet |
Arctic Kuujjuarapik permafrost Subarctic Thermokarst Nunavik |
op_relation |
https://www.mdpi.com/2072-4292/11/6/657 Freitas, P.; Vieira, G.; Canário, J.; Folhas, D.; Vincent, W. F (2019). Identification of a threshold minimum area for reflectance retrieval from thermokarst lakes and ponds using full-pixel data from Sentinel-2. Remote Sensing, 11, 657. doi:10.3390/rs11060657 2072-4292 http://hdl.handle.net/10451/42849 doi:10.3390/rs11060657 |
op_rights |
openAccess http://creativecommons.org/licenses/by/4.0/ |
op_rightsnorm |
CC-BY |
op_doi |
https://doi.org/10.3390/rs11060657 |
container_title |
Remote Sensing |
container_volume |
11 |
container_issue |
6 |
container_start_page |
657 |
_version_ |
1766347526468796416 |