Methods

Data Collection using SENTINEL 2

Use satellites to analyze changes in coral cover and the visual impact of bleaching events on specific coral reefs, spatially and temporally

Data Analysis

Use QGIS or ENVI to process high-resolution imagery and extrapolate information on coral reefs

Comparative Analysis

Compare the impact and progression of coral bleaching by performing a change detection analysis, comparing different time periods

Health Analysis

Analyze changes in coral color from satellite imagery and with the use of indices to assess bleaching and general health

Coral Health

In true color, coral health can be measured by its color

In NDVI, coral health is measured somewhat similar to other vegetation.

However, indicator values are generally lower due to zooxanthellae having lower NIR reflectance than land vegetation.

Google Earth Imagery

December 2015, before the major bleachings

December 2016, after the first bleaching

December 2017, after the second bleaching

December 2020

Results

True Color Imagery

Change Detection Analysis

  • Supported findings from true-color image analysis

  • Quantitative approach for assessing the extent of bleaching

  • Effective for fine-scale monitoring

ENVI NVDI Results

2024

2015

Raw NDVI Results

  • Extreme bleaching in weakened coral (80%+ lost)

  • ~ 50% bleaching in healthy coral