1 AIT Asian Institute of Technology

Random forest classification for seagrass mapping using google earth engine cloud computing platform in Hithadhoo, Addu Atoll, Maldives

AuthorNaeem, Rifath
Call NumberAIT RSPR no.NR-20-01
Subject(s)Forests and forestry--Maldives--Classification--Maps

NoteA research submitted in partial fulfilment of the requirements for the degree of Master of Science in Natural Resources Management, School of Environment, Resources and Development
PublisherAsian Institute of Technology
Series StatementResearch studies project report ; no. NR-20-01
AbstractCoastal ecosystems such as seagrass beds are under threat. Governments and international organizations are now rushing to develop and implement conservation programs to protect and sustainably manage coastal ecosystem such as seagrass for their goods and services. However, to create effective policy interventions, it is essential to monitor the effectiveness of these policies and programs with accurate information for sustainable management. Google Earth Engine (GEE) has become a promising tool for ecosystem mapping and monitoring with the potential to bridge the financial and technical gaps. The present study looks at a methodological framework to map shallow- water seagrass beds by using GEE platforms processing power and Copernicus Sentinel 2 MSI archive. The workflow mapped 178 ha of shallow water seagrass beds in Hithadhoo lagoon of Addu Atoll with an overall accuracy of97% using Random Forest machine learning classifier. This time and cost-effective cloud-based workflow has the potential for countries worldwide to run mapping and monitoring programs for effective conservation policies and monitoring the effectiveness of those policies. With small code adjustments, the workflow can be used to map out other coastal ecosystems such as mangroves and coral reefs.
Year2020
Corresponding Series Added EntryAsian Institute of Technology. Research studies project report ; no. NR-20-01
TypeResearch Study Project Report (RSPR)
SchoolSchool of Environment, Resources, and Development
DepartmentDepartment of Development and Sustainability (DDS)
Academic Program/FoSNatural Resources Management (NRM)
Chairperson(s)Sasaki, Nophea;
Examination Committee(s)Tsusaka, Takuji W.;Thipathi, Nitin Kumar;
Scholarship Donor(s)Asian Institute of Technology Fellowship;
DegreeResearch Studies Project Report (M. Sc.) - Asian Institute of Technology, 2020


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