Geographic Information Systems Asked by questionqueen on January 5, 2021
I would like to extract water bodies (a lake to be specific) from Sentinel 2 images on Google Earth Engine. I know the Global Surface Water Explorer has pixel data on water-no water, but for my study area, the amount of usable images is very limited. Thus I wanted to branch out to different products.
To be specific I would like to create a time series with the extent of the lake. By calculating the area of the connected pixels for every month using the entire imagecollection. So far I know I have to use a function to go over every image, calculate the NDVI, mask all the pixels with a positive value and convert the raster to vector the calculate the area of the the neighbouring pixels with a negative value.
I’m having trouble putting all that into a working script, and would like to have some input on it.
// Create image collection of S-2 imagery
var S2 = ee.ImageCollection('COPERNICUS/S2');
// Function to mask cloud from built-in quality band information on cloud
var maskcloud1 = function(image) {
var QA60 = image.select(['QA60']);
return image.updateMask(QA60.lt(1));
};
// Function to calculate and add an NDVI band
var addNDVI = function(image) {
return image.addBands(image.normalizedDifference(['B8', 'B4']));
};
// Function to mask cloud from built-in quality band information on cloud
var maskcloud1 = function(image) {
var QA60 = image.select(['QA60']);
return image.updateMask(QA60.lt(1));
};
// Function to mask all non-water bodies
var collection = ee.ImageCollection.fromImages(
addNDVI.map(function(image) {
return image.updateMask(image.lt(0));
}));
// Convert the zones of the thresholded to vectors.
var vectors = collection.reduceToVectors({
geometry: roi,
geometryType: 'polygon',
eightConnected: false,
labelProperty: 'zone',
reducer: ee.Reducer.mean()
});
Anyone who has some insights?
Edit: clarification on the code. Right now I get an error when performing the mask function. With the code I tried to include Al the different aspects that I need. However, I’m not sure of their linked correctly.
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