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L7ToL8.js
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L7ToL8.js
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/*
This part of script would pair the Landsat 7 and Landsat 8 images and export to Google Drive.
It was inspired by Justin Braaten's GEE tutorial:
https://developers.google.com/earth-engine/tutorials/community/landsat-etm-to-oli-harmonization
The batch export was done via the tools developed by Rodrigo E. Principe :
https://github.com/fitoprincipe/geetools-code-editor/wiki
Shunan Feng ([email protected])
*/
// Function to get and rename bands of interest from OLI.
function renameOli(img) {
return img.select(
['SR_B2', 'SR_B3', 'SR_B4', 'SR_B5', 'SR_B6', 'SR_B7', 'QA_PIXEL', 'QA_RADSAT'],
['BlueL8', 'GreenL8', 'RedL8', 'NIRL8', 'SWIR1L8', 'SWIR2L8', 'QA_PIXEL', 'QA_RADSAT']);
}
// // Function to get and rename bands of interest from ETM+, TM.
function renameEtm(img) {
return img.select(
['SR_B1', 'SR_B2', 'SR_B3', 'SR_B4', 'SR_B5', 'SR_B7', 'QA_PIXEL', 'QA_RADSAT'],
['BlueL7', 'GreenL7', 'RedL7', 'NIRL7', 'SWIR1L7', 'SWIR2L7', 'QA_PIXEL', 'QA_RADSAT']);
}
// This example demonstrates the use of the Landsat 8 Collection 2, Level 2
// QA_PIXEL band (CFMask) to mask unwanted pixels.
function maskL8sr(image) {
// Bit 0 - Fill
// Bit 1 - Dilated Cloud
// Bit 2 - Cirrus
// Bit 3 - Cloud
// Bit 4 - Cloud Shadow
var qaMask = image.select('QA_PIXEL').bitwiseAnd(parseInt('11111', 2)).eq(0);
var saturationMask = image.select('QA_RADSAT').eq(0);
// Apply the scaling factors to the appropriate bands.
var opticalBands = image.select('SR_B.');
// var opticalBands = image.select('SR_B.').multiply(0.0000275).add(-0.2);
// var thermalBands = image.select('ST_B.*').multiply(0.00341802).add(149.0);
// Replace the original bands with the scaled ones and apply the masks.
return image.addBands(opticalBands, null, true)
// .addBands(thermalBands, null, true)
.updateMask(qaMask)
.updateMask(saturationMask);
}
// This example demonstrates the use of the Landsat 4, 5, 7 Collection 2,
// Level 2 QA_PIXEL band (CFMask) to mask unwanted pixels.
function maskL457sr(image) {
// Bit 0 - Fill
// Bit 1 - Dilated Cloud
// Bit 2 - Unused
// Bit 3 - Cloud
// Bit 4 - Cloud Shadow
var qaMask = image.select('QA_PIXEL').bitwiseAnd(parseInt('11111', 2)).eq(0);
var saturationMask = image.select('QA_RADSAT').eq(0);
// Apply the scaling factors to the appropriate bands.
// var opticalBands = image.select('SR_B.');
var opticalBands = image.select('SR_B.').multiply(0.0000275).add(-0.2);
// var thermalBand = image.select('ST_B6').multiply(0.00341802).add(149.0);
// Replace the original bands with the scaled ones and apply the masks.
return image.addBands(opticalBands, null, true)
// .addBands(thermalBand, null, true)
.updateMask(qaMask)
.updateMask(saturationMask);
}
// Define function to prepare OLI images.
function prepOli(img) {
var orig = img;
img = maskL8sr(img);
img = renameOli(img);
// img = addNDSIoli(img);
return ee.Image(img.copyProperties(orig, orig.propertyNames()));
}
// Define function to prepare ETM+/TM images.
function prepEtm(img) {
var orig = img;
img = maskL457sr(img);
img = renameEtm(img);
// img = etm2oli(img);
// img = addNDSIetm(img);
return ee.Image(img.copyProperties(orig, orig.propertyNames()));
}
var greenlandmask = ee.Image('OSU/GIMP/2000_ICE_OCEAN_MASK')
.select('ice_mask').eq(1); //'ice_mask', 'ocean_mask'
// var greenlandmask = ee.Image('OSU/GIMP/2000_ICE_OCEAN_MASK')
// .select('ocean_mask').eq(1); //'ice_mask', 'ocean_mask'
// var aoi = /* color: #ffc82d */ee.Geometry.Polygon(
// [[[-36.29516924635421, 83.70737243835941],
// [-51.85180987135421, 82.75597137647488],
// [-61.43188799635421, 81.99879137488564],
// [-74.08813799635422, 78.10103528196419],
// [-70.13305987135422, 75.65372336709613],
// [-61.08032549635421, 75.71891096312955],
// [-52.20337237135421, 60.9795530382023],
// [-43.41430987135421, 58.59235996703347],
// [-38.49243487135421, 64.70478286561182],
// [-19.771731746354217, 69.72271161037442],
// [-15.728762996354217, 76.0828635948066],
// [-15.904544246354217, 79.45091003031243],
// [-10.015872371354217, 81.62328742628017],
// [-26.627200496354217, 83.43179828852398],
// [-31.636966121354217, 83.7553561747887]]]); // whole greenland
var aoi = /* color: #d63000 */ee.Geometry.Polygon(
[[[-75.35327725640606, 78.15797707936824],
[-58.137306661848434, 69.59945512283268],
[-51.82415036596651, 59.897134149764156],
[-42.233465551083604, 59.260337764670496],
[-61.95501079278244, 79.65995314962508]]]); // western greenland
// Display AOI on the map.
Map.centerObject(aoi, 4);
Map.addLayer(aoi, {color: 'f8766d'}, 'AOI');
Map.setOptions('HYBRID');
var date_start = ee.Date.fromYMD(2013, 5, 1);
var date_end = ee.Date.fromYMD(2013, 6, 1);
var colFilter = ee.Filter.and(
ee.Filter.bounds(aoi),
ee.Filter.date(date_start, date_end),
// ee.Filter.calendarRange(5, 5, 'month'),
ee.Filter.lt('CLOUD_COVER', 50)
// ee.Filter.lte('GEOMETRIC_RMSE_MODEL', 30),
// // ee.Filter.gt('SUN_ELEVATION', 5),
// ee.Filter.or(
// ee.Filter.eq('IMAGE_QUALITY', 9),
// ee.Filter.eq('IMAGE_QUALITY_OLI', 9)
// )
);
// var s2colFilter = ee.Filter.and(
// ee.Filter.bounds(aoi),
// ee.Filter.calendarRange(182, 244, 'day_of_year'),
// ee.Filter.lt('CLOUDY_PIXEL_PERCENTAGE', 50)
// );
// var oliCol = ee.ImageCollection("LANDSAT/LC08/C01/T1_TOA")
var oliCol = ee.ImageCollection("LANDSAT/LC08/C02/T1_L2")
.filter(colFilter)
.map(prepOli);
// var etmCol = ee.ImageCollection("LANDSAT/LE07/C01/T1_TOA")
var etmCol = ee.ImageCollection("LANDSAT/LE07/C02/T1_L2")
.filter(colFilter)
.map(prepEtm);
// var tmCol = ee.ImageCollection('LANDSAT/LT05/C01/T1_SR')
// .filter(colFilter)
// .map(prepEtm);
// var s2Col = ee.ImageCollection('COPERNICUS/S2_SR_HARMONIZED')
// .filter(s2colFilter)
// .map(prepS2);
// var landsatCol = oliCol.merge(etmCol).merge(tmCol);
// var multiSat = landsatCol.merge(s2Col);
// print(landsatCol)
// Difference in days between start and finish
var diff = date_end.difference(date_start, 'day');
// Make a list of all dates
var dayNum = 1; // steps of day number
var range = ee.List.sequence(0, diff.subtract(1), dayNum).map(function(day){return date_start.advance(day,'day')});
// Function for iteration over the range of dates
var day_mosaicsL7 = function(date, newlist) {
// Cast
date = ee.Date(date)
newlist = ee.List(newlist)
// Filter collection between date and the next day
var filtered = etmCol.filterDate(date, date.advance(dayNum,'day'));
// Make the mosaic
var image = ee.Image(
filtered.median().copyProperties(filtered.first()))
.set({date: date.format('yyyy-MM-dd')})
.set('system:time_start', filtered.first().get('system:time_start'));
// Add the mosaic to a list only if the collection has images
return ee.List(ee.Algorithms.If(filtered.size(), newlist.add(image), newlist));
};
var l7dayCol = ee.ImageCollection(ee.List(range.iterate(day_mosaicsL7, ee.List([]))));
var day_mosaicsL8 = function(date, newlist) {
// Cast
date = ee.Date(date)
newlist = ee.List(newlist)
// Filter collection between date and the next day
var filtered = oliCol.filterDate(date, date.advance(dayNum,'day'));
// Make the mosaic
var image = ee.Image(
filtered.median().copyProperties(filtered.first()))
.set({date: date.format('yyyy-MM-dd')})
.set('system:time_start', filtered.first().get('system:time_start'));
// Add the mosaic to a list only if the collection has images
return ee.List(ee.Algorithms.If(filtered.size(), newlist.add(image), newlist));
};
var l8dayCol = ee.ImageCollection(ee.List(range.iterate(day_mosaicsL8, ee.List([]))));
// print(l7dayCol, 'l7dayCol');
// print(l8dayCol, 'l8dayCol');
// Define an allowable time difference: a day in milliseconds.
// https://developers.google.com/earth-engine/guides/joins_save_all
var oneDaysMillis = 1 * 24 * 60 * 60 * 1000;
// Create a time filter to define a match as overlapping timestamps.
var timeFilter = ee.Filter.or(
ee.Filter.maxDifference({
difference: oneDaysMillis,
leftField: 'system:time_start',
rightField: 'system:time_start'
})
// ee.Filter.maxDifference({
// difference: oneDaysMillis,
// leftField: 'system:time_end',
// rightField: 'system:time_start'
// })
);
// Define the join.
var saveFirstJoin = ee.Join.saveFirst({
matchKey: 'timewindow',
ordering: 'system:time_start',
ascending: false
});
// Apply the join.
var landsatDayCol = ee.ImageCollection(saveFirstJoin.apply(l8dayCol, l7dayCol, timeFilter))
.map(function(image) {
return image.addBands(image.get('timewindow'))
.updateMask(greenlandmask.eq(1))
.clip(aoi);
});
// landsatDayCol = landsatDayCol.map(function(image) {
// return image.reduceResolution({
// reducer: ee.Reducer.mean(),
// maxPixels: 400,
// bestEffort: true
// })
// })
// print(landsatDayCol);
// var visPara = {
// min: 0,
// max: 9000,
// band: ['RedL8', 'GreenL8', 'BlueL8']
// };
// Map.addLayer(landsatDayCol.first(), visPara);
var batch = require('users/fitoprincipe/geetools:batch');
// batch export
batch.Download.ImageCollection.toDrive(landsatDayCol.select(['BlueL8', 'BlueL7']), 'landsat',
{scale: 600,
region: aoi,
type: 'double',
name: 'Blue_{system_date}'
});
batch.Download.ImageCollection.toDrive(landsatDayCol.select(['GreenL8', 'GreenL7']), 'landsat',
{scale: 600,
region: aoi,
type: 'double',
name: 'Green_{system_date}'
});
batch.Download.ImageCollection.toDrive(landsatDayCol.select(['RedL8', 'RedL7']), 'landsat',
{scale: 600,
region: aoi,
type: 'double',
name: 'Red_{system_date}'
});
batch.Download.ImageCollection.toDrive(landsatDayCol.select(['NIRL8', 'NIRL7']), 'landsat',
{scale: 600,
region: aoi,
type: 'double',
name: 'NIR_{system_date}'
});
batch.Download.ImageCollection.toDrive(landsatDayCol.select(['SWIR1L8', 'SWIR1L7']), 'landsat',
{scale: 600,
region: aoi,
type: 'double',
name: 'SWIR1_{system_date}'
});
batch.Download.ImageCollection.toDrive(landsatDayCol.select(['SWIR2L8', 'SWIR2L7']), 'landsat',
{scale: 600,
region: aoi,
type: 'double',
name: 'SWIR2_{system_date}'
});