GEE | 2016-2024年10米分辨率植被覆盖度变化(Sentinel-2)

职场   2025-02-05 00:03   陕西  

基于GEE平台,选取Sentinel-2数据,对研究区2016-2024年植被覆盖度(FVC)进行监测分析。先通过云雪掩膜和最大合成法计算归一化植被指数(NDVI)。然后采用像元二分法,利用NDVI的5%和95%分位数确定区域内植被与裸土的NDVI极值,从而计算FVC。

var geometry = table; Map.centerObject(geometry, 7);
var colorizedVis = { min: 0, max: 1, palette: ['blue', 'white', 'green'],};
function maskS2clouds(image) { var qa = image.select('QA60'); var mask = qa.bitwiseAnd(1 << 10).eq(0) .and(qa.bitwiseAnd(1 << 11).eq(0)) .and(qa.bitwiseAnd(1 << 12).eq(0)); return image.updateMask(mask).divide(10000) .set(image.toDictionary(image.propertyNames()));}
function createNDVI(image) { return image.addBands(image.normalizedDifference(["B8", "B4"]).rename('NDVI'));}
var S2_COL = ee.ImageCollection("COPERNICUS/S2_HARMONIZED") .filterDate("2016-01-01", "2024-12-31") .filter(ee.Filter.lt('CLOUDY_PIXEL_PERCENTAGE', 20)) .filterBounds(geometry) .map(maskS2clouds) .map(createNDVI) .select('NDVI');
function calculateFVC(NDVI, region, scale) { var percentile = NDVI.reduceRegion({ reducer: ee.Reducer.percentile([5, 95]), geometry: region, scale: scale, maxPixels: 1e13 });
var NDVI_min = ee.Number(percentile.get('NDVI_p5')); var NDVI_max = ee.Number(percentile.get('NDVI_p95')); var FVC = NDVI.subtract(NDVI_min).divide(NDVI_max.subtract(NDVI_min)) .clamp(0, 1).rename('FVC'); return FVC;}
var years = ee.List.sequence(2016, 2024);var fvcList = [];
function exportAnnualFVC(year) { var annualNDVI = S2_COL .filter(ee.Filter.calendarRange(year, year, 'year')) .max() .set('year', year) .set('system:time_start', ee.Date.fromYMD(year, 1, 1));
var annualFVC = calculateFVC(annualNDVI, geometry, 20); var fvcMean = annualFVC.reduceRegion({ reducer: ee.Reducer.mean(), geometry: geometry, scale: 20, maxPixels: 1e13 }).get('FVC');
fvcList.push(fvcMean);
Map.addLayer(annualFVC.clip(geometry), colorizedVis, 'FVC_' + year);
Export.image.toDrive({ image: annualFVC.clip(geometry), description: 'FVC_' + year, fileNamePrefix: 'FVC_' + year, folder: 'sentinel_FVC', region: geometry, scale: 20, crs: "EPSG:4326", maxPixels: 1e13 });}
years.getInfo().forEach(exportAnnualFVC);

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