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A Regional Map of Mangrove Extent for Myanmar, Thailand, and Cambodia Shows Losses of 44% By 1996Southeast Asia is home to some of the planet’s most carbon-dense and biodiverse mangrove ecosystems. There is still much uncertainty with regards to the timing and magnitude of changes in mangrove cover over the past 50 years. While there are several regional to global maps of mangrove extent in Southeast Asia over the past two decades, data prior to the mid-1990s is limited due to the scarcity of Earth Observation data of sufficient quality and the historical limitations to publicly available EO. We present a classification of mangrove extent using Landsat 1-2 MSS Tier 2 data from 1972-1977 for three Southeast Asian countries: Myanmar, Thailand, and Cambodia. Mangrove extent land cover maps were generated using a Random Forest machine learning algorithm that effectively mapped a total of 15,420.51 km2. Accuracy assessments indicated that the classification for the mangrove and non-mangrove class had a producer’s accuracy of 79.63 % and 98.24 %a user’s accuracy of 89.58 % and 96.21 %, and an overall accuracy of 95.26 % . We found a decline of 6,830 km2 between the 1970’s and 2020, showing that44.29% of the mangrove area in these countries has been lost in the past 48 years. Most of this loss occurred between the 1970’s and 1996; rates of deforestation declined dramatically after 1996. This study also urges that these results be considered within the context of the local need for these coastal resources that helped them endure the political and financial challenges of their coastal homes.
Document ID
20240007328
Acquisition Source
Goddard Space Flight Center
Document Type
Accepted Manuscript (Version with final changes)
External Source(s)
Authors
Priscilla Baltezar
(University of California, Los Angeles Los Angeles, United States)
Paulo Murillo-Sandoval
(University of Tolima Ibagué, Colombia)
Cheryl Doughty
(Goddard Space Flight Center Greenbelt, United States)
David Lagomasino
(East Carolina University Greenville, United States)
ThidaTieng
(Cedar Grove Institute for Sustainable Communities Mebane, North Carolina, United States)
Kyle Cavanaugh
(University of California, Los Angeles Los Angeles, United States)
Marc Simard
(Jet Propulsion Laboratory La Cañada Flintridge, United States)
Temilola Fatoyinbo
(Goddard Space Flight Center Greenbelt, United States)
Date Acquired
June 7, 2024
Publication Date
June 22, 2023
Publication Information
Publication: Frontiers in Marine Science
Publisher: Frontiers
Volume: 10
Issue Publication Date: June 22, 2023
e-ISSN: 2296-7745
Subject Category
Earth Resources and Remote Sensing
Funding Number(s)
WBS: 437949.02.06.01.36
CONTRACT_GRANT: NNX17AE79A
CONTRACT_GRANT: 80NSSC23M0011
CONTRACT_GRANT: 105525
CONTRACT_GRANT: 80NSSC20K0425
CONTRACT_GRANT: 80NSSC21K0296
CONTRACT_GRANT: 80NM0018D0004
CONTRACT_GRANT: JPL-105525-437949.02.06.01.3
Distribution Limits
Public
Copyright
Portions of document may include copyright protected material.
Technical Review
External Peer Committee
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