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#冲刺创作新星#GEE:feature '1_1_1_1_1_1_1_1_0' is missing错误 原创
此星光明
发布于 2022-10-1 22:16
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错误：
Overall Accuracy, Combined:
Number (Error)
Collection.errorMatrix: Property 'B2' of feature '1_1_1_1_1_1_1_1_0' is missing.
Error Matrix, Combined:
ConfusionMatrix (Error)
Collection.errorMatrix: Property 'B2' of feature '1_1_1_1_1_1_1_1_0' is missing.
F1 Score, Combined:
Array (Error)
Collection.errorMatrix: Property 'B2' of feature '1_1_1_1_1_1_1_1_0' is missing.
代码：
var AOI = ee.FeatureCollection("users/draadzic/ozime_podrucje_istrazivanja_2022"),
table = ee.FeatureCollection("users/draadzic/SLIKE_2022/TACKE_SLIKE_JA_13_05_22"),
table2 = ee.FeatureCollection("users/draadzic/SLIKE_2022/TACKE_SLIKE_LUKA_13_05_22"),
table3 = ee.FeatureCollection("users/draadzic/OZIME_2022/psenica_repica_maj2022"),
psenica = /* color: #3af75e */ee.FeatureCollection(
[ee.Feature(
ee.Geometry.Polygon(
[[[17.315550724954804, 44.90834961220226],
[17.31589404770871, 44.90813685217648],
[17.31637684533139, 44.9087219403524],
[17.316248099298676, 44.90886631184333]]]),
{
"CODE_A": 1,
"system:index": "0"
}),
ee.Feature(
ee.Geometry.Polygon(
[[[17.294929270421118, 44.92100733031225],
[17.29513848272428, 44.92106810535849],
[17.295020465527625, 44.921140275642394],
[17.29485953298673, 44.921056710042194]]]),
{
"CODE_A": 1,
"system:index": "1"
}),
ee.Feature(
ee.Geometry.Polygon(
[[[17.343247719933835, 44.916747946806005],
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[17.34361786477789, 44.91678973275469],
[17.343253084351865, 44.91680872635767]]]),
{
"CODE_A": 1,
"system:index": "2"
}),
ee.Feature(
ee.Geometry.Polygon(
[[[17.344639872229756, 44.932418651387756],
[17.344672058737935, 44.93281360957018],
[17.34455404154128, 44.93280601424614],
[17.34450039736098, 44.932411056011475]]]),
{
"CODE_A": 1,
"system:index": "3"
}),
ee.Feature(
ee.Geometry.Polygon(
[[[17.33436719895713, 44.92852975803263],
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[17.334227724088354, 44.92854494981078]]]),
{
"CODE_A": 1,
"system:index": "4"
}),
ee.Feature(
ee.Geometry.Polygon(
[[[17.34057919503562, 44.92802842709984],
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[17.340418262494726, 44.92811198255919]]]),
{
"CODE_A": 1,
"system:index": "5"
}),
ee.Feature(
ee.Geometry.Polygon(
[[[17.323649091733618, 44.93314027825439],
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[17.323509616864843, 44.9334137076958],
[17.323520345700903, 44.93314787353424]]]),
{
"CODE_A": 1,
"system:index": "6"
}),
ee.Feature(
ee.Geometry.Polygon(
[[[17.319668693555517, 44.9290386804131],
[17.3200978469979, 44.9290386804131],
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[17.319647235883398, 44.929236171465675]]]),
{
"CODE_A": 1,
"system:index": "7"
}),
ee.Feature(
ee.Geometry.Polygon(
[[[17.307437820447607, 44.93678589709981],
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[17.307158870710058, 44.936770707501445]]]),
{
"CODE_A": 1,
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}),
ee.Feature(
ee.Geometry.Polygon(
[[[17.309432894443656, 44.9744118717542],
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[17.30908957168975, 44.97489761818044]]]),
{
"CODE_A": 1,
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}),
ee.Feature(
ee.Geometry.Polygon(
[[[17.300577909826618, 44.97474237796984],
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[17.30029896008907, 44.975121865529815]]]),
{
"CODE_A": 1,
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}),
ee.Feature(
ee.Geometry.Polygon(
[[[17.279219023317932, 44.97561634421425],
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[17.279154650301574, 44.97573777865593]]]),
{
"CODE_A": 1,
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}),
ee.Feature(
ee.Geometry.Polygon(
[[[17.291449896425842, 44.98419201941244],
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[17.291342608065246, 44.9843286127096]]]),
{
"CODE_A": 1,
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}),
ee.Feature(
ee.Geometry.Polygon(
[[[17.292694441408752, 44.9817029289977],
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[17.292630068392395, 44.98232521173282]]]),
{
"CODE_A": 1,
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}),
ee.Feature(
ee.Geometry.Polygon(
[[[17.31642662677252, 44.99669654544771],
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[17.31644808444464, 44.9976221361273]]]),
{
"CODE_A": 1,
"system:index": "14"
}),
ee.Feature(
ee.Geometry.Polygon(
[[[17.314152113527893, 45.00293405958604],
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[17.314152113527893, 45.00307060821943]]]),
{
"CODE_A": 1,
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}),
ee.Feature(
ee.Geometry.Polygon(
[[[17.315267912478088, 45.00510362715307],
[17.315396658510803, 45.00554359936597],
[17.315074793429016, 45.00554359936597]]]),
{
"CODE_A": 1,
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}),
ee.Feature(
ee.Geometry.Polygon(
[[[17.292022022112427, 45.0126014598434],
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[17.29197910676819, 45.0128593412392]]]),
{
"CODE_A": 1,
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}),
ee.Feature(
ee.Geometry.Polygon(
[[[17.291850360735474, 45.01027288995503],
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[17.291839631899414, 45.01033357050204]]]),
{
"CODE_A": 1,
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}),
ee.Feature(
ee.Geometry.Polygon(
[[[17.294843705996094, 45.01925291158414],
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[17.29467204461914, 45.019677607460416]]]),
{
"CODE_A": 1,
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}),
ee.Feature(
ee.Geometry.Polygon(
[[[17.287505182131348, 45.021710036970994],
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[17.286818536623535, 45.02177070539965]]]),
{
"CODE_A": 1,
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}),
ee.Feature(
ee.Geometry.Polygon(
[[[17.38274738774242, 44.99326953695513],
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{
"CODE_A": 1,
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}),
ee.Feature(
ee.Geometry.Polygon(
[[[18.18960920488723, 44.92452630742424],
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[18.189287339805443, 44.925020072568735]]]),
{
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}),
ee.Feature(
ee.Geometry.Polygon(
[[[19.28932592815801, 44.754245096713625],
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{
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}),
ee.Feature(
ee.Geometry.Polygon(
[[[19.30610582775518, 44.755433633330874],
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{
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}),
ee.Feature(
ee.Geometry.Polygon(
[[[19.280785774654593, 44.74946022767061],
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{
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}),
ee.Feature(
ee.Geometry.Polygon(
[[[19.28681538052007, 44.74369957320599],
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{
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ee.Feature(
ee.Geometry.Polygon(
[[[19.281686996883597, 44.758023948953685],
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{
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ee.Feature(
ee.Geometry.Polygon(
[[[19.280737661507086, 44.71148932350206],
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{
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ee.Feature(
ee.Geometry.Polygon(
[[[19.296916746284918, 44.70967465511025],
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{
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ee.Feature(
ee.Geometry.Polygon(
[[[19.29171993160657, 44.70097877396344],
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ee.Feature(
ee.Geometry.Polygon(
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ee.Feature(
ee.Geometry.Polygon(
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ee.Feature(
ee.Geometry.Polygon(
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ee.Feature(
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ee.Feature(
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ee.Feature(
ee.Geometry.Polygon(
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ee.Feature(
ee.Geometry.Polygon(
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ee.Feature(
ee.Geometry.Polygon(
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ee.Feature(
ee.Geometry.Polygon(
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ee.Feature(
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ee.Feature(
ee.Geometry.Polygon(
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ee.Feature(
ee.Geometry.Polygon(
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ee.Feature(
ee.Geometry.Polygon(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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oranice = /* color: #5b4710 */ee.FeatureCollection(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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ee.Feature(
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image = ee.Image("users/draadzic/PROLJETNE_SNIMCI_2022/composite_3_perioda");
var tacke_slike_ozime = table.merge(table2)
var LPIS_psenica_obicna = table3.filter(ee.Filter.eq('kultura','ПШЕНИЦА - МЕРКАНТИЛНА ОБИЧНА ОЗИМА'));
var LPIS_psenica_tvrda = table3.filter(ee.Filter.eq('kultura','ПШЕНИЦА - МЕРКАНТИЛНА ТВРДА ОЗИМА'));
var LPIS_repica = table3.filter(ee.Filter.eq('kultura','УЉАНА РЕПИЦА (за људску исхрану и прераду) - МЕРКАНТИЛНА'));
var LPIS_jecam = table4.filter(ee.Filter.eq('kultura','ЈЕЧАМ - МЕРКАНТИЛНИ ОЗИМИ СТОЧНИ'));
var s2 = ee.ImageCollection("COPERNICUS/S2_SR")
var boundary = AOI.geometry()//arkavathy.geometry()
//Map.centerObject(boundary, 11)
// Function to remove cloud pixels from Sentinel-2 SR image
function maskCloudAndShadowsSR(image) {
var cloudProb = image.select('MSK_CLDPRB');
var snowProb = image.select('MSK_SNWPRB');
var cloud = cloudProb.lt(10);
var scl = image.select('SCL');
var shadow = scl.eq(3); // 3 = cloud shadow
var cirrus = scl.eq(10); // 10 = cirrus
// Cloud probability less than 10% or cloud shadow classification
var mask = cloud.and(cirrus.neq(1)).and(shadow.neq(1));
return image.updateMask(mask).divide(10000)
.copyProperties(image, ['system:time_start']);
}
var filtered = s2
.filter(ee.Filter.lt('CLOUDY_PIXEL_PERCENTAGE', 10))
.filter(ee.Filter.date('2021-11-01', '2022-07-31'))
.filter(ee.Filter.bounds(AOI))
.map(maskCloudAndShadowsSR)
// There are 3 distinct crop seasons in the area of interest
// Jan-March = Winter (Rabi) Crops
// April-June = Summer Crops / Harvest
// July-December = Monsoon (Kharif) Crops
var cropCalendar = ee.List([[11,12],[3,4],[5,6], [7,8]])
// We create different composites for each season
var createSeasonComposites = function(months) {
var startMonth = ee.List(months).get(0)
var endMonth = ee.List(months).get(1)
var monthFilter = ee.Filter.calendarRange(startMonth, endMonth, 'month')
var seasonFiltered = filtered.filter(monthFilter)
var composite = seasonFiltered.median()
return composite.select('B2','B3','B4').clip(boundary)
}
var compositeList = cropCalendar.map(createSeasonComposites)
var nov_dec = ee.Image(compositeList.get(0))
var mar_apr = ee.Image(compositeList.get(1))
var maj_jun = ee.Image(compositeList.get(2))
var jul = ee.Image(compositeList.get(3))
var visParams = {bands: ['B4', 'B3', 'B2'], min: 0, max: 0.3, gamma: 1.2};
Map.addLayer(nov_dec, visParams, 'nov_dec')
Map.addLayer(mar_apr, visParams, 'mart_apr')
Map.addLayer(maj_jun, visParams, 'maj')
Map.addLayer(jul, visParams, 'jun')
// Create a stacked image with composites from all seasons
// This multi-temporal image is able capture the crop phenology
// Classifier will be able to detect crop-pixels from non-crop pixels
var composite = nov_dec.addBands(mar_apr).addBands(maj_jun).addBands(jul)
// This is a 48-band image
// Use this image for sampling training points for
// to train a crop classifier
print(composite)
//Map.addLayer(LPIS_psenica_obicna, {color: 'yellow'}, 'LPIS_PSENICA_OBICNA')
//Map.addLayer(LPIS_psenica_tvrda, {color: 'white'}, 'LPIS_PSENICA_TVRDA')
//Map.addLayer (LPIS_repica, {color: 'red'}, 'LPIS_REPICA')
//.addLayer (LPIS_jecam, {color: 'red'}, 'LPIS_JECAM')
//Map.addLayer(tacke_slike_ozime, {color: 'blue'}, 'TACKE_SLIKE')
/*
var jecam = table6.filter(ee.Filter.eq("CODE_B",1));
print(jecam)
*/
var gcp =psenica.merge(trava).merge(jecam).merge(repica).merge(voda).merge(izgradeno).merge(suma).merge(oranice)//kukuruz.merge(krompir).merge(soja).merge(ozime).merge(trava).merge(povrce).merge(suncokret).merge(duvan).merge(izgradeno).merge(suma).merge(voda) //table10.merge(table12)//table.merge(table2).merge(table3).merge(table4).merge(table8).merge(table5).merge(table6)
var gcp = gcp.filterBounds(AOI)
print(gcp)
//var gcp = ee.FeatureCollection("users/ujavalgandhi/e2e/arkavathy_gcps");
//var alos = ee.Image("JAXA/ALOS/AW3D30/V2_2");
/////////////////////////////////////
var rgbVis = {
min: 0.0,
max: 3000,
bands: ['B4', 'B3', 'B2'],
};
var gcp = gcp.randomColumn('random',1)
print(gcp)
// This being a simpler classification, we take 60% points
// for validation. Normal recommended ratio is
// 70% training, 30% validation
var trainingGcp = gcp.filter(ee.Filter.lt('random', 0.5));
var validationGcp = gcp.filter(ee.Filter.gte('random', 0.5));
// Overlay the point on the image to get training data.
var training = composite.sampleRegions({
collection: trainingGcp,
properties: ['CODE_A'],
scale: 10,
tileScale: 16
});
print(training.first())
var histogram = training.reduceColumns({
reducer: ee.Reducer.frequencyHistogram(),
selectors: ['CODE_A']
});
print(histogram); // OK
//print(training)
// Train a classifier.
var classifier = ee.Classifier.smileRandomForest(10)
.train({
features: training,
classProperty: 'CODE_A',
inputProperties: composite.bandNames()
});
// Classify the image.
var classified = composite.classify(classifier);
//Map.addLayer(classified, {min: 0, max: 5, palette: ['gray', 'brown', 'blue', 'black', 'red', 'green']}, '2022');
//**************************************************************************
// Accuracy Assessment
//**************************************************************************
// Use classification map to assess accuracy using the validation fraction
// of the overall training set created above.
var test = classified.sampleRegions({
collection: validationGcp,
properties: ['CODE_A'],
scale: 10,
tileScale: 16
});
//print(training.first())
var test_histogram = test.reduceColumns({
reducer: ee.Reducer.frequencyHistogram(),
selectors: ['CODE_A']
});
print(test_histogram); // OK
//var testConfusionMatrix = test.errorMatrix('CODE_C', 'classification')
// Printing of confusion matrix may time out. Alternatively, you can export it as CSV
//print('Confusion Matrix', testConfusionMatrix);
//print('Test Accuracy', testConfusionMatrix.accuracy());
// Classify the image.
//var classified_SVM = composite.classify(classifier);
//Map.addLayer(classified_SVM, {min: 0, max: 5, palette: ['gray', 'brown', 'blue', 'black', 'red', 'green']}, '2022');
//var test_SVM = classified_SVM.sampleRegions({
// collection: validationGcp,
// properties: ['CODE_C'],
// scale: 10,
// tileScale: 16
//});
//var testConfusionMatrix_SVM = test_SVM.errorMatrix('CODE_C', 'classification')
// Printing of confusion matrix may time out. Alternatively, you can export it as CSV
//print('Confusion Matrix', testConfusionMatrix_SVM);
//print('Test Accuracy', testConfusionMatrix_SVM.accuracy());
var training_land_cover_classification = test.classify(classifier)
var emC = training_land_cover_classification.errorMatrix('CODE_A','classification');
var oaC = emC.accuracy(); // Overall accuracy
var ksC = emC.kappa(); // Kappa statistic
var uaC = emC.consumersAccuracy().project([1]); // Consumer's accuracy
var paC = emC.producersAccuracy().project([0]); // Producer's accuracy
var f1C = (uaC.multiply(paC).multiply(2.0)).divide(uaC.add(paC)); // F1-statistic
//var trainAccuracy = RF_classifier_stratified.confusionMatrix().accuracy();
//print('trainAccuracy', trainAccuracy);
// Export the FeatureCollection to have a longer computation and memory space
var exportemC = ee.Feature(null, {matrix: emC.array()});
var exportoaC = ee.Feature(null, {matrix: oaC});
var exportksC = ee.Feature(null, {matrix: ksC});
var exportuaC = ee.Feature(null, {matrix: uaC});
var exportpaC = ee.Feature(null, {matrix: paC});
var exportf1C = ee.Feature(null, {matrix: f1C});
print('Overall Accuracy, Combined: ', oaC);
print('Error Matrix, Combined: ', emC);
print('F1 Score, Combined: ', f1C);
/*
print('Error Matrix, Combined: ', emC);
print('Overall Accuracy, Combined: ', oaC);
print('Kappa Statistic, Combined: ', ksC);
print('User\'s Accuracy (rows), Combined:', uaC);
print('Producer\'s Accuracy (cols), Combined:', paC);
print('F1 Score, Combined: ', f1C);
*/
Export.table.toDrive({collection:ee.FeatureCollection(exportemC),description:'Error_Matrix',fileFormat:'CSV'});
Export.table.toDrive({collection:ee.FeatureCollection(exportoaC),description:'Overall_accuracy',fileFormat:'CSV'});
Export.table.toDrive({collection:ee.FeatureCollection(exportksC),description:'Kappa_statistic',fileFormat:'CSV'});
Export.table.toDrive({collection:ee.FeatureCollection(exportuaC),description:'Users_accuracy(cols)',fileFormat:'CSV'});
Export.table.toDrive({collection:ee.FeatureCollection(exportpaC),description:'Producers_accuracy(row)',fileFormat:'CSV'});
Export.table.toDrive({collection:ee.FeatureCollection(exportf1C),description:'F1_score',fileFormat:'CSV'});
var parcele = validationGcp.filter(ee.Filter.eq('system:index','1_1_1_1_1_1_1_1_0'));
//print(parcele)
Map.addLayer(parcele, {color: 'red'})
Map.centerObject(parcele, 10)
关键代码修改：这里最重要的一句代码就是var cloud = cloudProb.lt(10);和filter(ee.Filter.lt('CLOUDY_PIXEL_PERCENTAGE', 20))这里的云量筛选使其含云量小于10，时期影响基本上可能被筛选掉，所以我们这里尽量放款影像云量的筛选标准
// Function to remove cloud pixels from Sentinel-2 SR image
function maskCloudAndShadowsSR(image) {
var cloudProb = image.select('MSK_CLDPRB');
var snowProb = image.select('MSK_SNWPRB');
var cloud = cloudProb.lt(10);
var scl = image.select('SCL');
var shadow = scl.eq(3); // 3 = cloud shadow
var cirrus = scl.eq(10); // 10 = cirrus
// Cloud probability less than 10% or cloud shadow classification
var mask = cloud.and(cirrus.neq(1)).and(shadow.neq(1));
return image.updateMask(mask).divide(10000)
.copyProperties(image, ['system:time_start']);
}
这里用到了一个函数：
ee.Filter(filter)
Constructs a new filter. This constructor accepts the following args:
- Another filter.
- A list of filters (which are implicitly ANDed together).
- A ComputedObject returning a filter. Users shouldn't be making these; they're produced by the generator functions below.
Arguments:
filter (Filter|List<Object>|Object, optional):
Optional filter to add.
Returns: Filter
ee.Filter(过滤器)
构造一个新的过滤器。此构造函数接受以下参数：
另一个过滤器。
过滤器列表（隐式地与在一起）。
返回过滤器的 ComputedObject。用户不应该制作这些；它们由下面的生成器函数生成。
论据：
过滤器（过滤器|列表<对象>|对象，可选）：
要添加的可选过滤器。
返回：过滤器
这里的代码再含运良仅有10%时候影像有204个，但是入股哦扩大到20%有278景影像
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