Tracking transient boreal wetland inundation with Sentinel-1 SAR: Peace-Athabasca Delta, Alberta and Yukon Flats, Alaska. Issue 1 (31st December 2022)
- Record Type:
- Journal Article
- Title:
- Tracking transient boreal wetland inundation with Sentinel-1 SAR: Peace-Athabasca Delta, Alberta and Yukon Flats, Alaska. Issue 1 (31st December 2022)
- Main Title:
- Tracking transient boreal wetland inundation with Sentinel-1 SAR: Peace-Athabasca Delta, Alberta and Yukon Flats, Alaska
- Authors:
- Huang, Chang
Smith, Laurence C.
Kyzivat, Ethan D.
Fayne, Jessica V.
Ming, Yisen
Spence, Christopher - Abstract:
- ABSTRACT: Accurate and frequent mapping of transient wetland inundation in the boreal region is critical for monitoring the ecological and societal functions of wetlands. Satellite Synthetic Aperture Radar (SAR) has long been used to map wetlands due to its sensitivity to surface inundation and ability to penetrate clouds, darkness, and certain vegetation canopies. Here, we track boreal wetland inundation by developing a two-step modified decision-tree algorithm implemented in Google Earth Engine using Sentinel-1 C-band SAR and Sentinel-2 Multispectral Instrument (MSI) time-series data as inputs. This approach incorporates temporal as well as spatial characteristics of SAR backscatter and is evaluated for the Peace-Athabasca Delta, Alberta (PAD), and Yukon Flats, Alaska (YF) from May 2017 to October 2019. Within these two boreal study areas, we map spatiotemporal patterns in wetland inundation classes of Open Water (OW), Floating Plants (FP), Emergent Plants (EP), and Flooded Vegetation (FV). Temporal variability, frequency, and maximum extents of transient wetland inundation are quantified. Retrieved inundation estimates are compared with in-situ field mapping obtained during the NASA Arctic-Boreal Vulnerability Experiment (ABoVE), and a multi-temporal Landsat-derived surface water map. Over the 2017–2019 study period, we find that fractional inundation area ranged from 18.0% to 19.0% in the PAD, and from 10.7% to 12.1% in the YF. Transient wetland inundation coveredABSTRACT: Accurate and frequent mapping of transient wetland inundation in the boreal region is critical for monitoring the ecological and societal functions of wetlands. Satellite Synthetic Aperture Radar (SAR) has long been used to map wetlands due to its sensitivity to surface inundation and ability to penetrate clouds, darkness, and certain vegetation canopies. Here, we track boreal wetland inundation by developing a two-step modified decision-tree algorithm implemented in Google Earth Engine using Sentinel-1 C-band SAR and Sentinel-2 Multispectral Instrument (MSI) time-series data as inputs. This approach incorporates temporal as well as spatial characteristics of SAR backscatter and is evaluated for the Peace-Athabasca Delta, Alberta (PAD), and Yukon Flats, Alaska (YF) from May 2017 to October 2019. Within these two boreal study areas, we map spatiotemporal patterns in wetland inundation classes of Open Water (OW), Floating Plants (FP), Emergent Plants (EP), and Flooded Vegetation (FV). Temporal variability, frequency, and maximum extents of transient wetland inundation are quantified. Retrieved inundation estimates are compared with in-situ field mapping obtained during the NASA Arctic-Boreal Vulnerability Experiment (ABoVE), and a multi-temporal Landsat-derived surface water map. Over the 2017–2019 study period, we find that fractional inundation area ranged from 18.0% to 19.0% in the PAD, and from 10.7% to 12.1% in the YF. Transient wetland inundation covered ~595 km 2 of the PAD, comprising ~9.1% of its landscape, and ~102 km 2 of the YF, comprising ~3.6%. The implications of these findings for wetland function monitoring, and estimating landscape-scale methane emissions are discussed, together with limitations and uncertainties of our approach. We conclude that time series of Sentinel-1 C-band SAR backscatter, screened with Sentinel-2 MSI optical imagery and validated by field measurements, offer a valuable tool for tracking transient boreal wetland inundation. GRAPHICAL ABSTRACT: uf0001 … (more)
- Is Part Of:
- GIScience & remote sensing. Volume 59:Issue 1(2022)
- Journal:
- GIScience & remote sensing
- Issue:
- Volume 59:Issue 1(2022)
- Issue Display:
- Volume 59, Issue 1 (2022)
- Year:
- 2022
- Volume:
- 59
- Issue:
- 1
- Issue Sort Value:
- 2022-0059-0001-0000
- Page Start:
- 1767
- Page End:
- 1792
- Publication Date:
- 2022-12-31
- Subjects:
- Ephemeral wetlands -- surface water -- inundation dynamics -- emergent plants -- flooded vegetation -- NASA ABoVE -- Synthetic Aperture Radar -- Google Earth Engine
Geodesy -- Periodicals
Cartography -- Periodicals
Aerial photogrammetry -- Periodicals
Remote sensing -- Periodicals
526.05 - Journal URLs:
- http://bellwether.metapress.com/content/120751/ ↗
http://www.ingentaselect.com/vl=7363692/cl=16/nw=1/rpsv/cw/bell/15481603/contp1.htm ↗
http://www.tandfonline.com/toc/tgrs20/current ↗
http://www.tandfonline.com/ ↗ - DOI:
- 10.1080/15481603.2022.2134620 ↗
- Languages:
- English
- ISSNs:
- 1548-1603
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4179.386000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 24191.xml