Detection of changes in shallow coral reefs status: Towards a spatial approach using hyperspectral and multispectral data. (January 2019)
- Record Type:
- Journal Article
- Title:
- Detection of changes in shallow coral reefs status: Towards a spatial approach using hyperspectral and multispectral data. (January 2019)
- Main Title:
- Detection of changes in shallow coral reefs status: Towards a spatial approach using hyperspectral and multispectral data
- Authors:
- Bajjouk, Touria
Mouquet, Pascal
Ropert, Michel
Quod, Jean-Pascal
Hoarau, Ludovic
Bigot, Lionel
Le Dantec, Nicolas
Delacourt, Christophe
Populus, Jacques - Abstract:
- Highlights: Field monitoring does not take into account the spatial coral reef heterogeneity. A spatial approach was developed based on Reunion Island hyperspectral and multispectral images. Bathymetry, coral cover, Hyperspectral Coral to Algae Index (HCAI) and reef tongue displacement were retrieved. Diachronic analysis was conducted to map and quantify changes over a six-year period. Our findings open up new opportunities for coral reef management on large areas. Abstract: Coral reef degradation due to environmental change, including anthropogenic disturbances, is a major concern worldwide. Detecting and assessing both temporal and spatial changes in benthic cover is a crucial requirement to inform policy makers and guide conservation measures. Here, we introduce a spatial approach based on high resolution multispectral and hyperspectral image analysis, developed in order to detect and quantify changes in benthic cover in a highly heterogeneous shallow coral reef flat in Reunion Island in the South-West Indian Ocean. We propose a new index called HCAI (Hyperspectral Coral to Algae Index), defined as the ratio of living coral cover to the sum of living coral and algal covers. Benthic cover estimates were derived from airborne hyperspectral image processing using water column correction and unmixing models implemented with the four main coral reef benthic components: corals, algae, seagrass and sand. Ground truth and LIDAR data acquired simultaneously were used to validateHighlights: Field monitoring does not take into account the spatial coral reef heterogeneity. A spatial approach was developed based on Reunion Island hyperspectral and multispectral images. Bathymetry, coral cover, Hyperspectral Coral to Algae Index (HCAI) and reef tongue displacement were retrieved. Diachronic analysis was conducted to map and quantify changes over a six-year period. Our findings open up new opportunities for coral reef management on large areas. Abstract: Coral reef degradation due to environmental change, including anthropogenic disturbances, is a major concern worldwide. Detecting and assessing both temporal and spatial changes in benthic cover is a crucial requirement to inform policy makers and guide conservation measures. Here, we introduce a spatial approach based on high resolution multispectral and hyperspectral image analysis, developed in order to detect and quantify changes in benthic cover in a highly heterogeneous shallow coral reef flat in Reunion Island in the South-West Indian Ocean. We propose a new index called HCAI (Hyperspectral Coral to Algae Index), defined as the ratio of living coral cover to the sum of living coral and algal covers. Benthic cover estimates were derived from airborne hyperspectral image processing using water column correction and unmixing models implemented with the four main coral reef benthic components: corals, algae, seagrass and sand. Ground truth and LIDAR data acquired simultaneously were used to validate processing accuracy. A significant positive correlation (adjusted R 2 = 0.72, p-value < 0.001) was obtained between coral cover recorded in situ and estimated from image analysis. Moreover, 13 habitat classes based on the four main benthic component covers were mapped at a scale of an entire reef. Diachronic analyses of hyperspectral images between 2009 and 2015 revealed an overall decrease of the HCAI index and a decrease in the area of all the dominant coral classes along the reef (−28.24% for the coral class for example), while the area of habitat classes dominated by algae strongly increased during the same period. Moreover, we detected and documented the spatial and temporal evolutions of coral geomorphological features composed with coral rubble deposits called rubble tongues (RTs) using different available sensors (i.e. hyperspectral, satellite, and orthophotography). Since 2003, four detected (RTs) have spread shoreward at a mean rate of 8.4 m.y −1 including significant loss of reef structural complexity and heterogeneity, a spreading pattern which was confirmed by 2009 and 2015 hyperspectral data. Remote sensing and more specifically airborne hyperspectral approaches open new perspectives for coral reef monitoring, at high temporal and spatial resolutions. … (more)
- Is Part Of:
- Ecological indicators. Volume 96(2019)Part 1
- Journal:
- Ecological indicators
- Issue:
- Volume 96(2019)Part 1
- Issue Display:
- Volume 96, Issue 1, Part 1 (2019)
- Year:
- 2019
- Volume:
- 96
- Issue:
- 1
- Part:
- 1
- Issue Sort Value:
- 2019-0096-0001-0001
- Page Start:
- 174
- Page End:
- 191
- Publication Date:
- 2019-01
- Subjects:
- Change detection -- Coral to Algae Index -- Hyperspectral -- Reef geomorphology -- Remote sensing monitoring -- Reunion Island
Environmental monitoring -- Periodicals
Environmental management -- Periodicals
Environmental impact analysis -- Periodicals
Environmental risk assessment -- Periodicals
Sustainable development -- Periodicals
333.71405 - Journal URLs:
- http://www.sciencedirect.com/science/journal/1470160X/ ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.ecolind.2018.08.052 ↗
- Languages:
- English
- ISSNs:
- 1470-160X
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3648.877200
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 23801.xml