Remote Sensing of Epibenthic Shellfish Using Synthetic Aperture Radar Satellite Imagery

On intertidal mudflats, reef-building shellfish, like the Pacific oyster and the blue mussel, provide a myriad of ecosystem services. Monitoring intertidal shellfish with high spatiotemporal resolution is important for fisheries, coastal management and ecosystem studies. Here, we explore the potenti...

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Published in:Remote Sensing
Main Authors: Sil Nieuwhof, Peter M. J. Herman, Norbert Dankers, Karin Troost, Daphne van der Wal
Format: Article in Journal/Newspaper
Language:English
Published: MDPI AG 2015
Subjects:
SAR
Q
Online Access:https://doi.org/10.3390/rs70403710
https://doaj.org/article/be941c76fe7e424889afb07c7f968164
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spelling ftdoajarticles:oai:doaj.org/article:be941c76fe7e424889afb07c7f968164 2023-05-15T17:54:20+02:00 Remote Sensing of Epibenthic Shellfish Using Synthetic Aperture Radar Satellite Imagery Sil Nieuwhof Peter M. J. Herman Norbert Dankers Karin Troost Daphne van der Wal 2015-03-01T00:00:00Z https://doi.org/10.3390/rs70403710 https://doaj.org/article/be941c76fe7e424889afb07c7f968164 EN eng MDPI AG http://www.mdpi.com/2072-4292/7/4/3710 https://doaj.org/toc/2072-4292 2072-4292 doi:10.3390/rs70403710 https://doaj.org/article/be941c76fe7e424889afb07c7f968164 Remote Sensing, Vol 7, Iss 4, Pp 3710-3734 (2015) SAR epibenthic shellfish oyster mussel mapping surface roughness Science Q article 2015 ftdoajarticles https://doi.org/10.3390/rs70403710 2022-12-31T10:54:23Z On intertidal mudflats, reef-building shellfish, like the Pacific oyster and the blue mussel, provide a myriad of ecosystem services. Monitoring intertidal shellfish with high spatiotemporal resolution is important for fisheries, coastal management and ecosystem studies. Here, we explore the potential of X- (TerraSAR-X) and C-band (Radarsat-2) dual-polarized SAR data to map shellfish densities, species and coverage. We investigated two backscatter models (the integral equation model (IEM) and Oh’s model) for inversion possibilities. Surface roughness (vertical roughness RMSz and correlation length L) was measured of bare sediments and shellfish beds, which was then linked to shellfish density, presence and species. Oysters, mussels and bare sediments differed in RMSz, but because the backscatter saturates at relatively low RMSz values, it was not possible to retrieve shellfish density or species composition from X- and C-band SAR. Using a classification based on univariate and multivariate logistic regression of the field and SAR image data, we constructed maps of shellfish presence (Kappa statistics for calibration 0.56–0.74 for dual-polarized SAR), which were compared with independent field surveys of the contours of the beds (Kappa statistics of agreement 0.29–0.53 when using dual-polarized SAR). We conclude that spaceborne SAR allows one to monitor the contours of shellfish-beds (thus, distinguishing shellfish substrates from bare sediment and dispersed single shellfish), but not densities and species. Although spaceborne SAR cannot replace ground surveys entirely, it could very well offer a significant improvement in efficiency. Article in Journal/Newspaper Pacific oyster Directory of Open Access Journals: DOAJ Articles Pacific Remote Sensing 7 4 3710 3734
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic SAR
epibenthic shellfish
oyster
mussel
mapping
surface roughness
Science
Q
spellingShingle SAR
epibenthic shellfish
oyster
mussel
mapping
surface roughness
Science
Q
Sil Nieuwhof
Peter M. J. Herman
Norbert Dankers
Karin Troost
Daphne van der Wal
Remote Sensing of Epibenthic Shellfish Using Synthetic Aperture Radar Satellite Imagery
topic_facet SAR
epibenthic shellfish
oyster
mussel
mapping
surface roughness
Science
Q
description On intertidal mudflats, reef-building shellfish, like the Pacific oyster and the blue mussel, provide a myriad of ecosystem services. Monitoring intertidal shellfish with high spatiotemporal resolution is important for fisheries, coastal management and ecosystem studies. Here, we explore the potential of X- (TerraSAR-X) and C-band (Radarsat-2) dual-polarized SAR data to map shellfish densities, species and coverage. We investigated two backscatter models (the integral equation model (IEM) and Oh’s model) for inversion possibilities. Surface roughness (vertical roughness RMSz and correlation length L) was measured of bare sediments and shellfish beds, which was then linked to shellfish density, presence and species. Oysters, mussels and bare sediments differed in RMSz, but because the backscatter saturates at relatively low RMSz values, it was not possible to retrieve shellfish density or species composition from X- and C-band SAR. Using a classification based on univariate and multivariate logistic regression of the field and SAR image data, we constructed maps of shellfish presence (Kappa statistics for calibration 0.56–0.74 for dual-polarized SAR), which were compared with independent field surveys of the contours of the beds (Kappa statistics of agreement 0.29–0.53 when using dual-polarized SAR). We conclude that spaceborne SAR allows one to monitor the contours of shellfish-beds (thus, distinguishing shellfish substrates from bare sediment and dispersed single shellfish), but not densities and species. Although spaceborne SAR cannot replace ground surveys entirely, it could very well offer a significant improvement in efficiency.
format Article in Journal/Newspaper
author Sil Nieuwhof
Peter M. J. Herman
Norbert Dankers
Karin Troost
Daphne van der Wal
author_facet Sil Nieuwhof
Peter M. J. Herman
Norbert Dankers
Karin Troost
Daphne van der Wal
author_sort Sil Nieuwhof
title Remote Sensing of Epibenthic Shellfish Using Synthetic Aperture Radar Satellite Imagery
title_short Remote Sensing of Epibenthic Shellfish Using Synthetic Aperture Radar Satellite Imagery
title_full Remote Sensing of Epibenthic Shellfish Using Synthetic Aperture Radar Satellite Imagery
title_fullStr Remote Sensing of Epibenthic Shellfish Using Synthetic Aperture Radar Satellite Imagery
title_full_unstemmed Remote Sensing of Epibenthic Shellfish Using Synthetic Aperture Radar Satellite Imagery
title_sort remote sensing of epibenthic shellfish using synthetic aperture radar satellite imagery
publisher MDPI AG
publishDate 2015
url https://doi.org/10.3390/rs70403710
https://doaj.org/article/be941c76fe7e424889afb07c7f968164
geographic Pacific
geographic_facet Pacific
genre Pacific oyster
genre_facet Pacific oyster
op_source Remote Sensing, Vol 7, Iss 4, Pp 3710-3734 (2015)
op_relation http://www.mdpi.com/2072-4292/7/4/3710
https://doaj.org/toc/2072-4292
2072-4292
doi:10.3390/rs70403710
https://doaj.org/article/be941c76fe7e424889afb07c7f968164
op_doi https://doi.org/10.3390/rs70403710
container_title Remote Sensing
container_volume 7
container_issue 4
container_start_page 3710
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