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//VERSION=3 (auto-converted from 2) | |
var degToRad = Math.PI / 180; | |
function evaluatePixelOrig(samples) { | |
var sample = samples[0]; | |
var b03_norm = normalize(sample.B03, 0, 0.253061520471542); | |
var b04_norm = normalize(sample.B04, 0, 0.290393577911328); | |
var b05_norm = normalize(sample.B05, 0, 0.305398915248555); | |
var b06_norm = normalize(sample.B06, 0.006637972542253, 0.608900395797889); | |
var b07_norm = normalize(sample.B07, 0.013972727018939, 0.753827384322927); | |
var b8a_norm = normalize(sample.B8A, 0.026690138082061, 0.782011770669178); | |
var b11_norm = normalize(sample.B11, 0.016388074192258, 0.493761397883092); | |
var b12_norm = normalize(sample.B12, 0, 0.493025984460231); | |
var viewZen_norm = normalize(Math.cos(sample.viewZenithMean * degToRad), 0.918595400582046, 1); | |
var sunZen_norm = normalize(Math.cos(sample.sunZenithAngles * degToRad), 0.342022871159208, 0.936206429175402); | |
var relAzim_norm = Math.cos((sample.sunAzimuthAngles - sample.viewAzimuthMean) * degToRad) | |
var n1 = neuron1(b03_norm,b04_norm,b05_norm,b06_norm,b07_norm,b8a_norm,b11_norm,b12_norm, viewZen_norm,sunZen_norm,relAzim_norm); | |
var n2 = neuron2(b03_norm,b04_norm,b05_norm,b06_norm,b07_norm,b8a_norm,b11_norm,b12_norm, viewZen_norm,sunZen_norm,relAzim_norm); | |
var n3 = neuron3(b03_norm,b04_norm,b05_norm,b06_norm,b07_norm,b8a_norm,b11_norm,b12_norm, viewZen_norm,sunZen_norm,relAzim_norm); | |
var n4 = neuron4(b03_norm,b04_norm,b05_norm,b06_norm,b07_norm,b8a_norm,b11_norm,b12_norm, viewZen_norm,sunZen_norm,relAzim_norm); | |
var n5 = neuron5(b03_norm,b04_norm,b05_norm,b06_norm,b07_norm,b8a_norm,b11_norm,b12_norm, viewZen_norm,sunZen_norm,relAzim_norm); | |
var l2 = layer2(n1, n2, n3, n4, n5); | |
var cab = denormalize(l2, 0.007426692959872, 873.908222110306); | |
return { | |
default: [cab / 300] | |
} | |
} | |
function neuron1(b03_norm,b04_norm,b05_norm,b06_norm,b07_norm,b8a_norm,b11_norm,b12_norm, viewZen_norm,sunZen_norm,relAzim_norm) { | |
var sum = | |
4.242299670155190 | |
+ 0.400396555256580 * b03_norm | |
+ 0.607936279259404 * b04_norm | |
+ 0.137468650780226 * b05_norm | |
- 2.955866573461640 * b06_norm | |
- 3.186746687729570 * b07_norm | |
+ 2.206800751246430 * b8a_norm | |
- 0.313784336139636 * b11_norm | |
+ 0.256063547510639 * b12_norm | |
- 0.071613219805105 * viewZen_norm | |
+ 0.510113504210111 * sunZen_norm | |
+ 0.142813982138661 * relAzim_norm; | |
return tansig(sum); | |
} | |
function neuron2(b03_norm,b04_norm,b05_norm,b06_norm,b07_norm,b8a_norm,b11_norm,b12_norm, viewZen_norm,sunZen_norm,relAzim_norm) { | |
var sum = | |
- 0.259569088225796 | |
- 0.250781102414872 * b03_norm | |
+ 0.439086302920381 * b04_norm | |
- 1.160590937522300 * b05_norm | |
- 1.861935250269610 * b06_norm | |
+ 0.981359868451638 * b07_norm | |
+ 1.634230834254840 * b8a_norm | |
- 0.872527934645577 * b11_norm | |
+ 0.448240475035072 * b12_norm | |
+ 0.037078083501217 * viewZen_norm | |
+ 0.030044189670404 * sunZen_norm | |
+ 0.005956686619403 * relAzim_norm; | |
return tansig(sum); | |
} | |
function neuron3(b03_norm,b04_norm,b05_norm,b06_norm,b07_norm,b8a_norm,b11_norm,b12_norm, viewZen_norm,sunZen_norm,relAzim_norm) { | |
var sum = | |
+ 3.130392627338360 | |
+ 0.552080132568747 * b03_norm | |
- 0.502919673166901 * b04_norm | |
+ 6.105041924966230 * b05_norm | |
- 1.294386119140800 * b06_norm | |
- 1.059956388352800 * b07_norm | |
- 1.394092902418820 * b8a_norm | |
+ 0.324752732710706 * b11_norm | |
- 1.758871822827680 * b12_norm | |
- 0.036663679860328 * viewZen_norm | |
- 0.183105291400739 * sunZen_norm | |
- 0.038145312117381 * relAzim_norm; | |
return tansig(sum); | |
} | |
function neuron4(b03_norm,b04_norm,b05_norm,b06_norm,b07_norm,b8a_norm,b11_norm,b12_norm, viewZen_norm,sunZen_norm,relAzim_norm) { | |
var sum = | |
+ 0.774423577181620 | |
+ 0.211591184882422 * b03_norm | |
- 0.248788896074327 * b04_norm | |
+ 0.887151598039092 * b05_norm | |
+ 1.143675895571410 * b06_norm | |
- 0.753968830338323 * b07_norm | |
- 1.185456953076760 * b8a_norm | |
+ 0.541897860471577 * b11_norm | |
- 0.252685834607768 * b12_norm | |
- 0.023414901078143 * viewZen_norm | |
- 0.046022503549557 * sunZen_norm | |
- 0.006570284080657 * relAzim_norm; | |
return tansig(sum); | |
} | |
function neuron5(b03_norm,b04_norm,b05_norm,b06_norm,b07_norm,b8a_norm,b11_norm,b12_norm, viewZen_norm,sunZen_norm,relAzim_norm) { | |
var sum = | |
+ 2.584276648534610 | |
+ 0.254790234231378 * b03_norm | |
- 0.724968611431065 * b04_norm | |
+ 0.731872806026834 * b05_norm | |
+ 2.303453821021270 * b06_norm | |
- 0.849907966921912 * b07_norm | |
- 6.425315500537270 * b8a_norm | |
+ 2.238844558459030 * b11_norm | |
- 0.199937574297990 * b12_norm | |
+ 0.097303331714567 * viewZen_norm | |
+ 0.334528254938326 * sunZen_norm | |
+ 0.113075306591838 * relAzim_norm; | |
return tansig(sum); | |
} | |
function layer2(neuron1, neuron2, neuron3, neuron4, neuron5) { | |
var sum = | |
+ 0.463426463933822 | |
- 0.352760040599190 * neuron1 | |
- 0.603407399151276 * neuron2 | |
+ 0.135099379384275 * neuron3 | |
- 1.735673123851930 * neuron4 | |
- 0.147546813318256 * neuron5; | |
return sum; | |
} | |
function normalize(unnormalized, min, max) { | |
return 2 * (unnormalized - min) / (max - min) - 1; | |
} | |
function denormalize(normalized, min, max) { | |
return 0.5 * (normalized + 1) * (max - min) + min; | |
} | |
function tansig(input) { | |
return 2 / (1 + Math.exp(-2 * input)) - 1; | |
} | |
function setup() { | |
return { | |
input: [{ | |
bands: [ | |
"B03", | |
"B04", | |
"B05", | |
"B06", | |
"B07", | |
"B8A", | |
"B11", | |
"B12", | |
"viewZenithMean", | |
"viewAzimuthMean", | |
"sunZenithAngles", | |
"sunAzimuthAngles" | |
] | |
}], | |
output: [ | |
{ | |
id: "default", | |
sampleType: "FLOAT32", | |
bands: 1 | |
} | |
] | |
} | |
} | |
function evaluatePixel(sample, scene, metadata, customData, outputMetadata) { | |
const result = evaluatePixelOrig([sample], [scene], metadata, customData, outputMetadata); | |
return result[Object.keys(result)[0]]; | |
} | |