TY - JOUR
T1 - Monitoring shallow coral reef exposure to environmental stressors using satellite earth observation
T2 - the reef environmental stress exposure toolbox (RESET)
AU - Williamson, Michael J.
AU - Tebbs, Emma J.
AU - Dawson, Terry P.
AU - Thompson, Henry J.
AU - Head, Catherine E. I.
AU - Jacoby, David M. P.
N1 - Funding Information:
This work was supported by the Natural Environment Research Council (Grant No. NE/L002485/1) to MJW, as part of the London NERC Doctoral Training Partnership. Funding to DMPJ was provided by the Bertarelli Foundation and contributed to the Bertarelli Programme in Marine Science and by Research England. We would also like to thank Martin Birks for his help optimizing the final RESET code in the Google Earth Engine API. Finally, we would like to thank the two reviewers for their comments to help improve the manuscript.
Publisher Copyright:
© 2022 The Authors. Remote Sensing in Ecology and Conservation published by John Wiley & Sons Ltd on behalf of Zoological Society of London.
PY - 2022/5/30
Y1 - 2022/5/30
N2 - Coral reefs are significantly threatened by multiple environmental stressors associated with climate change. While there is growing recognition of the importance of interacting stressors on coral reefs, so far this has been primarily limited to in situ studies. Satellite remote sensing has potential for investigating coral reef exposure to multiple environmental stressors at a global scale over multiple years; however, current satellite monitoring is primarily focused on thermal stress. Here we collate nine environmental variables (cloud cover, current, depth, salinity, wind, and four sea surface temperature-based metrics) from readily available satellite datasets using the Google Earth Engine geospatial processing platform. Using ecological and health-based thresholds obtained from the literature, we developed, using fuzzy logic (discontinuous functions), a Reef Environmental Stress Exposure Toolbox (RESET) for monitoring environmental stress exposure at multiple scales. Stress exposure scores for 3157 reefs were generated and mapped globally across 12 coral reef ecosystem regions. RESET was also applied to three case-study reefs, previously well monitored for stress and disturbance using other methods. PCA analysis indicated that depth, current, sea surface temperature (SST) and SST anomaly accounted for the greatest contribution to the variance in environmental stress exposure in these three regions. Depth, degree heating weeks, and SST anomaly were identified as the potential drivers of inter- and intra-region variation in environmental stress exposure. Individual variables were then integrated into a multi-metric index of combined stress exposure which corroborated temporal and spatial differences due to known disturbance events. RESET provides a open access, easily interpretable set of tools and associated indices for monitoring environmental stress exposure on coral reefs, designed to inform conservation and management decisions. As such RESET has broad potential to assist in the monitoring of our increasingly imperilled coral ecosystems, in particular, those that are remote or inaccessible.
AB - Coral reefs are significantly threatened by multiple environmental stressors associated with climate change. While there is growing recognition of the importance of interacting stressors on coral reefs, so far this has been primarily limited to in situ studies. Satellite remote sensing has potential for investigating coral reef exposure to multiple environmental stressors at a global scale over multiple years; however, current satellite monitoring is primarily focused on thermal stress. Here we collate nine environmental variables (cloud cover, current, depth, salinity, wind, and four sea surface temperature-based metrics) from readily available satellite datasets using the Google Earth Engine geospatial processing platform. Using ecological and health-based thresholds obtained from the literature, we developed, using fuzzy logic (discontinuous functions), a Reef Environmental Stress Exposure Toolbox (RESET) for monitoring environmental stress exposure at multiple scales. Stress exposure scores for 3157 reefs were generated and mapped globally across 12 coral reef ecosystem regions. RESET was also applied to three case-study reefs, previously well monitored for stress and disturbance using other methods. PCA analysis indicated that depth, current, sea surface temperature (SST) and SST anomaly accounted for the greatest contribution to the variance in environmental stress exposure in these three regions. Depth, degree heating weeks, and SST anomaly were identified as the potential drivers of inter- and intra-region variation in environmental stress exposure. Individual variables were then integrated into a multi-metric index of combined stress exposure which corroborated temporal and spatial differences due to known disturbance events. RESET provides a open access, easily interpretable set of tools and associated indices for monitoring environmental stress exposure on coral reefs, designed to inform conservation and management decisions. As such RESET has broad potential to assist in the monitoring of our increasingly imperilled coral ecosystems, in particular, those that are remote or inaccessible.
KW - bleaching
KW - coral reef
KW - environmental stress
KW - Google Earth Engine
KW - remote sensing
KW - satellite
UR - http://www.scopus.com/inward/record.url?scp=85130920683&partnerID=8YFLogxK
U2 - 10.1002/rse2.286
DO - 10.1002/rse2.286
M3 - Article
SN - 2056-3485
VL - 8
SP - 855
EP - 874
JO - Remote Sensing in Ecology and Conservation
JF - Remote Sensing in Ecology and Conservation
IS - 6
ER -