Files
cloud-free-subregion/sentinel-2.js

429 lines
10 KiB
JavaScript

var rgb = {
bands: ["B4", "B3", "B2"],
min: [0.025, 0.048, 0.065],
max: [0.24, 0.249, 0.254],
gamma: [2.2, 2.2, 2.2],
};
var rgb_sr = {
bands: ["B4", "B3", "B2"],
min: [0.03, 0.04, 0.03],
max: [0.15, 0.15, 0.15],
gamma: [1.0, 1.0, 1.0],
};
var veg_ir = {
bands: ["B8", "B4", "B3"],
min: [0.12, 0.03, 0.053],
max: [0.5, 0.09, 0.12],
gamma: [1.2, 1.2, 1.2],
};
var veg_ir_sr = {
bands: ["B8", "B4", "B3"],
min: [0.12, 0.03, 0.053],
max: [0.5, 0.09, 0.12],
gamma: [1.2, 1.2, 1.2],
};
function mergeObjects() {
var res = {};
for (var i = 0; i < arguments.length; i++) {
for (var x in arguments[i]) {
res[x] = arguments[i][x];
}
}
return res;
}
function scale(image) {
return image.divide(10000).copyProperties(image, ["system:time_start"]);
}
// Create a panel to hold the chart.
var panel = ui.Panel();
panel.style().set({
width: "400px",
height: "500px",
position: "bottom-right",
});
var controlPanel = ui.Panel();
controlPanel.style().set({
width: "400px",
// height: "100px",
position: "bottom-left",
});
Map.add(controlPanel);
var enhancedContrast = false;
var enhancedLocalContrast = false;
var falseColor = false;
var sr = false;
var limitToOnePerMonth = true;
controlPanel.add(
ui.Label(
"Click on the map to get all cloud-free Sentinel-2 imagery for a 16 km^2 region around the selected point. Click on an individual image to add it to the map."
)
);
var startDate = "2015-01-01";
controlPanel.add(
ui.Panel(
[
ui.Label("Search start date"),
ui.Textbox({
value: startDate,
onChange: function (value) {
startDate = value;
},
}),
],
ui.Panel.Layout.flow("horizontal")
)
);
var currentDate = new Date();
var month = (currentDate.getMonth() + 1).toString();
if (month.length == 1) month = "0" + month;
var day = (currentDate.getDay() + 1).toString();
if (day.length == 1) day = "0" + day;
var endDate = currentDate.getFullYear() + "-" + month + "-" + day;
controlPanel.add(
ui.Panel(
[
ui.Label("End date"),
ui.Textbox({
value: endDate,
onChange: function (value) {
endDate = value;
},
}),
],
ui.Panel.Layout.flow("horizontal")
)
);
controlPanel.add(
ui.Checkbox({
label: "IR False Color",
value: false,
onChange: function (ir) {
falseColor = ir;
},
})
);
controlPanel.add(
ui.Checkbox({
label: "Atmospheric corrected (2018-)",
value: false,
onChange: function (c) {
sr = c;
},
})
);
var localContrastCheckbox = ui.Checkbox({
label: "Enhance contrast locally",
value: false,
onChange: function (contrast) {
enhancedLocalContrast = contrast;
},
});
localContrastCheckbox.setDisabled(true);
controlPanel.add(
ui.Checkbox({
label: "Enhance contrast",
value: false,
onChange: function (contrast) {
enhancedContrast = contrast;
localContrastCheckbox.setDisabled(!contrast);
},
})
);
controlPanel.add(localContrastCheckbox);
controlPanel.add(
ui.Checkbox({
label: "Limit to one image per month (recommended for large timeranges)",
value: true,
onChange: function (limit) {
limitToOnePerMonth = limit;
},
})
);
function addClickedImage(image, date, color) {
var collection = ee.ImageCollection(
sr ? "COPERNICUS/S2_SR" : "COPERNICUS/S2"
);
image.get("system:index").evaluate(function (id) {
var fullImage = collection
.filterMetadata("system:index", "equals", id)
.map(scale)
.first();
image = fullImage.resample("bicubic");
// Define a Laplacian, or edge-detection kernel.
var laplacian = ee.Kernel.laplacian8({ normalize: false, magnitude: 0.05 });
// Apply the edge-detection kernel.
var edgy = image.convolve(laplacian);
var sharpened = image.subtract(edgy);
Map.addLayer(sharpened, color, date.toISOString());
});
}
function makeAddClickedImage(image, date, color) {
return function () {
addClickedImage(image, date, color);
};
}
function makeDisplayThumbWithDate(image, panel, buffer, color) {
return function (d) {
var date = new Date(parseInt(d));
panel.add(ui.Label(date.toISOString()));
var color;
if (enhancedContrast) {
var ir_p1 = image.getNumber("ir_p1");
var ir_p99 = image.getNumber("ir_p99");
var ir_p50 = image.getNumber("ir_p50");
var r_p1 = image.getNumber("r_p1");
var r_p99 = image.getNumber("r_p99");
var r_p50 = image.getNumber("r_p50");
var g_p1 = image.getNumber("g_p1");
var g_p99 = image.getNumber("g_p99");
var g_p50 = image.getNumber("g_p50");
var b_p1 = image.getNumber("b_p1");
var b_p99 = image.getNumber("b_p99");
var b_p50 = image.getNumber("b_p50");
var b_gamma = b_p50
.subtract(b_p1)
.divide(b_p99.subtract(b_p1))
.log()
.divide(ee.Number(0.5).log())
.subtract(ee.Number(1))
.divide(ee.Number(3))
.add(ee.Number(1));
var r_gamma = r_p50
.subtract(r_p1)
.divide(r_p99.subtract(r_p1))
.log()
.divide(ee.Number(0.5).log())
.subtract(ee.Number(1))
.divide(ee.Number(3))
.add(ee.Number(1));
var g_gamma = g_p50
.subtract(g_p1)
.divide(g_p99.subtract(g_p1))
.log()
.divide(ee.Number(0.5).log())
.subtract(ee.Number(1))
.divide(ee.Number(3))
.add(ee.Number(1));
var ir_gamma = ir_p50
.subtract(ir_p1)
.divide(ir_p99.subtract(ir_p1))
.log()
.divide(ee.Number(0.5).log())
.subtract(ee.Number(1))
.divide(ee.Number(3))
.add(ee.Number(1));
if (falseColor) {
color = ee.Dictionary({
bands: ["B8", "B4", "B3"],
min: [ir_p1, r_p1, g_p1],
max: [ir_p99, r_p99, g_p99],
gamma: [ir_gamma, r_gamma, g_gamma],
});
} else {
color = ee.Dictionary({
bands: ["B4", "B3", "B2"],
min: [r_p1, g_p1, b_p1],
max: [r_p99, g_p99, b_p99],
gamma: [r_gamma, g_gamma, b_gamma],
});
}
} else {
color = sr
? falseColor
? veg_ir_sr
: rgb_sr
: falseColor
? veg_ir
: rgb;
color = ee.Dictionary(color);
}
color.evaluate(function (color) {
var thumb = ui.Thumbnail({
image: image,
params: mergeObjects(
{
dimensions: 256,
region: buffer,
format: "jpg",
},
color
),
onClick: makeAddClickedImage(image, date, color),
});
panel.add(thumb);
});
};
}
function filterOnePerMonth(collection) {
var year = 2015;
var month = 1;
var images = [];
while (year <= parseInt(new Date().getFullYear())) {
while (month <= 12) {
var start = year + "-" + ("0" + month).slice(-2) + "-01";
var end = year + "-" + ("0" + (month + 1)).slice(-2) + "-01";
if (month == 12) {
end = year + 1 + "-01-01";
}
var image = collection.filterDate(start, end).sort("cover").first();
images.push(image);
month += 1;
}
year += 1;
month = 1;
}
return ee.ImageCollection(images);
}
function getImagesAtPoint(coords) {
panel.clear();
Map.clear();
Map.add(panel);
Map.add(controlPanel);
Map.onClick(getImagesAtPoint);
var point = ee.Geometry.Point(coords.lon, coords.lat);
var buffer = point.buffer(2000).bounds();
function getCloudPixels(image) {
var not_clouds = image.select("B2").lt(0.35).rename("not_clouds");
image = image.addBands(not_clouds);
var sum = image
.select("not_clouds")
.reduceRegion({
reducer: ee.Reducer.sum(),
geometry: image.geometry(),
scale: 10,
maxPixels: 1e9,
})
.get("not_clouds");
var count = buffer.area(0.05).multiply(0.01);
var cloud_cover_roi = ee
.Number(1)
.subtract(ee.Number(sum).divide(count))
.multiply(100);
var percentiles = image.mask(not_clouds).reduceRegion({
reducer: ee.Reducer.percentile([0.5, 40, 99.5], ["p1", "p50", "p99"]),
geometry: enhancedLocalContrast ? buffer : image.geometry(),
scale: 10,
maxPixels: 1e9,
});
image = image.set("count", count);
image = image.set("sum", sum);
image = image.set("cover", cloud_cover_roi);
image = image.set("ir_p1", percentiles.get("B8_p1"));
image = image.set("ir_p50", percentiles.get("B8_p50"));
image = image.set("ir_p99", percentiles.get("B8_p99"));
image = image.set("r_p1", percentiles.get("B4_p1"));
image = image.set("r_p50", percentiles.get("B4_p50"));
image = image.set("r_p99", percentiles.get("B4_p99"));
image = image.set("g_p1", percentiles.get("B3_p1"));
image = image.set("g_p50", percentiles.get("B3_p50"));
image = image.set("g_p99", percentiles.get("B3_p99"));
image = image.set("b_p1", percentiles.get("B2_p1"));
image = image.set("b_p50", percentiles.get("B2_p50"));
image = image.set("b_p99", percentiles.get("B2_p99"));
return image;
}
Map.addLayer(buffer, { color: "FF0000" });
// Load Sentinel-2 TOA reflectance data.
var collection = ee
.ImageCollection(sr ? "COPERNICUS/S2_SR" : "COPERNICUS/S2")
.filterBounds(point)
.filterDate(startDate, endDate)
// Pre-filter to get less cloudy granules.
.filter(ee.Filter.lt("CLOUDY_PIXEL_PERCENTAGE", 15))
.map(scale)
.map(function (image) {
return image.clip(buffer);
})
.map(getCloudPixels)
.filter(ee.Filter.lt("cover", 5));
if (limitToOnePerMonth) {
collection = filterOnePerMonth(collection);
}
var size = collection.size();
panel.add(
ui.Label("Searching for cloud free images. This may take a few moments.")
);
size.evaluate(function (size) {
if (size === 0) {
panel.add(ui.Label("No cloud free images found"));
}
var listOfImages = collection.toList(size);
for (var i = 0; i < size; i++) {
var subpanel = ui.Panel();
panel.add(subpanel);
var image = ee.Image(listOfImages.get(i));
var d = image
.get("system:time_start")
.evaluate(makeDisplayThumbWithDate(image, subpanel, buffer));
}
});
}
Map.onClick(getImagesAtPoint);