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== Monitoring and Measurement == Mangrove cover fraction is monitored using remote sensing technologies, including satellite imagery and aerial photography, which enable large-scale and periodic assessment of mangrove extent. Sensors operating in optical and radar wavelengths provide data on vegetation presence, density, and changes over time. Analytical methods involve classification algorithms to distinguish mangrove forests from other land cover types. Institutions such as the Global Mangrove Watch utilize multi-temporal satellite datasets to produce updated mangrove extent maps, applying standardized protocols for data processing and validation. Ground-based surveys and ecological field measurements complement remote sensing data to refine accuracy and support calibration. These combined approaches facilitate consistent monitoring of mangrove cover fraction at regional to global scales. Within the SIGNAL system, this phenomenon is treated as a defined environmental signal whose boundaries and measurement conventions are described below.
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