TY - JOUR
T1 - Mangrove forest regeneration age map and drivers of restoration success in Gulf Cooperation Council countries from satellite imagery
AU - Mohan, Midhun
AU - Dutta Roy, Abhilash
AU - Montenegro, Jorge F.
AU - Watt, Michael S.
AU - Burt, John A.
AU - Shapiro, Aurelie
AU - Ouerfelli, Dhouha
AU - Daniel, Redeat
AU - de-Miguel, Sergio
AU - Ali, Tarig
AU - Ortega Pardo, Macarena
AU - Al Sayah, Mario
AU - Aboobacker, Valliyil Mohammed
AU - El Beyrouthy, Naji
AU - Reef, Ruth
AU - Adrah, Esmaeel
AU - AlMealla, Reem
AU - Arachchige, Pavithra S.Pitumpe
AU - Selvam, Pandi
AU - Jaafar, Wan Shafrina Wan Mohd
AU - Sujud, Lara
AU - Bahzad, Jenan
AU - Alawatte, Isuru
AU - Hussein, Sohaib
AU - López-Martínez, Carlos
AU - Sidik, Frida
AU - Nithyanandan, Manickam
AU - Abdullah, Meshal
AU - Al-Khalid, Mohammad
AU - Abulibdeh, Ammar
AU - Cardil, Adrián
AU - Chambers, Jeffrey Q.
N1 - Publisher Copyright:
© 2024 The Authors
PY - 2024/11
Y1 - 2024/11
N2 - Mangrove forests are found across the Gulf Cooperation Council (GCC) region despite challenging environmental extremes, including highly variable temperatures and hypersalinity. Understanding the biophysical and anthropogenic factors that influence mangrove forest growth is key to locate suitable areas for regeneration and afforestation activities. The main objectives of this study were to develop a mangrove forest regeneration age map that represents the age of all the existing secondary mangroves in the past 37 years (1986–2023). Long-term Landsat satellite imagery, the random forest classification algorithm, and logistic regression analyses were used to identify the existing secondary mangroves and determine the underlying drivers that contribute to the successful afforestation of mangroves in the region. Our results showed that only around 8.5% of secondary mangrove forests in the GCC region were older than 30 years, with mangroves younger than 5 years being the most abundant age class (41.3%). Saudi Arabia and Oman have the highest percentages of young mangroves, while relatively older secondary mangrove forests were most common in Bahrain, Qatar, and UAE. The current trends in overall mangrove area show that the UAE and Saudi Arabia have the largest total mangrove area among the GCC countries, followed by Qatar, Oman, Bahrain, and Kuwait. The results of the stepwise logistic regression show that the main drivers that influence mangrove regeneration are lower elevation, lower slope, higher available soil moisture, lower average temperatures, higher precipitation, greater proximity to freshwater sources, lower population density and greater distance from agricultural and urban areas. Our results aim to offer support to decision-making in selecting optimal areas for new planting initiatives in the region.
AB - Mangrove forests are found across the Gulf Cooperation Council (GCC) region despite challenging environmental extremes, including highly variable temperatures and hypersalinity. Understanding the biophysical and anthropogenic factors that influence mangrove forest growth is key to locate suitable areas for regeneration and afforestation activities. The main objectives of this study were to develop a mangrove forest regeneration age map that represents the age of all the existing secondary mangroves in the past 37 years (1986–2023). Long-term Landsat satellite imagery, the random forest classification algorithm, and logistic regression analyses were used to identify the existing secondary mangroves and determine the underlying drivers that contribute to the successful afforestation of mangroves in the region. Our results showed that only around 8.5% of secondary mangrove forests in the GCC region were older than 30 years, with mangroves younger than 5 years being the most abundant age class (41.3%). Saudi Arabia and Oman have the highest percentages of young mangroves, while relatively older secondary mangrove forests were most common in Bahrain, Qatar, and UAE. The current trends in overall mangrove area show that the UAE and Saudi Arabia have the largest total mangrove area among the GCC countries, followed by Qatar, Oman, Bahrain, and Kuwait. The results of the stepwise logistic regression show that the main drivers that influence mangrove regeneration are lower elevation, lower slope, higher available soil moisture, lower average temperatures, higher precipitation, greater proximity to freshwater sources, lower population density and greater distance from agricultural and urban areas. Our results aim to offer support to decision-making in selecting optimal areas for new planting initiatives in the region.
KW - Ecosystem conservation
KW - Google earth engine
KW - Landsat imagery
KW - Logistic regression analysis
KW - Mangrove remote sensing
KW - Middle east forests
KW - Secondary forest map
UR - http://www.scopus.com/inward/record.url?scp=85204010407&partnerID=8YFLogxK
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U2 - 10.1016/j.rsase.2024.101345
DO - 10.1016/j.rsase.2024.101345
M3 - Article
AN - SCOPUS:85204010407
SN - 2352-9385
VL - 36
JO - Remote Sensing Applications: Society and Environment
JF - Remote Sensing Applications: Society and Environment
M1 - 101345
ER -