From 999afcadf8d88ad40f6656902b9fa8760f3a0f8f Mon Sep 17 00:00:00 2001 From: Maxim Lamare <32132761+maximlamare@users.noreply.github.com> Date: Thu, 24 Oct 2024 16:33:40 +0200 Subject: [PATCH] Add FLIR visualisation for Landsat-8 (#329) * Add EOB script for FLIR vis * Raw thermal band in celsius * Add link in Landsat page * Add readme * Add visualisation script * Add example image --- landsat-8/landsat-8.md | 1 + landsat-8/thermal-iron/README.md | 46 ++++++++++++++++++ landsat-8/thermal-iron/eob.js | 71 ++++++++++++++++++++++++++++ landsat-8/thermal-iron/fig/fig1.png | Bin 0 -> 356566 bytes landsat-8/thermal-iron/raw.js | 16 +++++++ landsat-8/thermal-iron/script.js | 65 +++++++++++++++++++++++++ 6 files changed, 199 insertions(+) create mode 100644 landsat-8/thermal-iron/README.md create mode 100644 landsat-8/thermal-iron/eob.js create mode 100644 landsat-8/thermal-iron/fig/fig1.png create mode 100644 landsat-8/thermal-iron/raw.js create mode 100644 landsat-8/thermal-iron/script.js diff --git a/landsat-8/landsat-8.md b/landsat-8/landsat-8.md index 1902dfe1..d49886b3 100644 --- a/landsat-8/landsat-8.md +++ b/landsat-8/landsat-8.md @@ -40,4 +40,5 @@ The Landsat program is the longest running enterprise for acquisition of satelli - [Clouds Segmentation](/landsat-8/clouds_segmentation) - [Pansharpened true color](/landsat-8/true-color-pansharpened) - [Thermal visualization](/landsat-8/thermal) + - [Thermal FLIR visualization](/landsat-8/thermal-iron) - [Band quality assessment band visualization](/landsat-8/bqa) \ No newline at end of file diff --git a/landsat-8/thermal-iron/README.md b/landsat-8/thermal-iron/README.md new file mode 100644 index 00000000..38659ef7 --- /dev/null +++ b/landsat-8/thermal-iron/README.md @@ -0,0 +1,46 @@ +--- +title: FLIR visualisation of the thermal IR band +parent: Landsat-8 +grand_parent: Landsat +layout: script +permalink: /landsat-8/thermal-iron/ +nav_exclude: true +scripts: +- - Visualization + - script.js +- - EO Browser + - eob.js +- - Raw Values + - raw.js +examples: +- zoom: '11' + lat: '35.18167' + lng: '-5.4657' + datasetId: AWS_LOTL2 + fromTime: '2024-07-15T00:00:00.000Z' + toTime: '2024-07-15T23:59:59.999Z' + platform: + - EOB + evalscripturl: https://custom-scripts.sentinel-hub.com/custom-scripts/landsat-8/thermal-iron/eob.js +--- +## General description + +Since the inception of thermal imaging, infrared cameras have commonly employed a distinctive color palette, ranging from black to blue, magenta, orange, yellow, and culminating in bright white. This palette is frequently referred to as “Iron” or “Ironbow.” + +This script allows the visualisation of the thermal IR band of Landsat 8 (Band 10, centered on 10.895 µm) in a FLIR-like palette that was inspired by a StackOverflow post [1]. The script allows the adjustment of 3 parameters: + +- **minValue**: The minimum value of the thermal band mapped to the black color. +- **maxValue**: The maximum value of the thermal band mapped to the white color. +- **numSteps**: The number of increments in the color palette. + +The script returns the thermal band values in degrees Celsius, converted from Kelvin, for an easier interpretation. Furthermore, the script masks out clouds and cloud shadows using the QA band (BQA). + +## Description of representative images + +Thermal data over Morocco. Acquired on 15.07.2024. + +![Morocco thermal image](fig/fig1.png) + + +## References + [1] StackOverflow, [Thermal imaging palette](https://stackoverflow.com/questions/28495390/thermal-imaging-palette). Accessed on 19th September 2024. diff --git a/landsat-8/thermal-iron/eob.js b/landsat-8/thermal-iron/eob.js new file mode 100644 index 00000000..8a78331d --- /dev/null +++ b/landsat-8/thermal-iron/eob.js @@ -0,0 +1,71 @@ +//VERSION=3 + +// Set Min and Max values for display and number of steps in the palette +const minValue = 10 +const maxValue = 45 +const numSteps = 200 + +// Setup palette +const palette_colours = palette(numSteps, minValue, maxValue) +const viz = new ColorRampVisualizer(palette_colours); + + +function setup() { + return { + input: ["B10", "BQA", "dataMask"], + output: [ + { id: "default", bands: 4 }, + { id: "eobrowserStats", bands: 2 }, + { id: "dataMask", bands: 1 }, + ], + }; +} + +function evaluatePixel(samples) { + let val = samples.B10 - 273; + let clouds = isCloud(samples) + + return { + default: [...viz.process(val), (samples.dataMask * (clouds ? 0 : 1))], + eobrowserStats: [val, clouds ? 0 : 1], + dataMask: [samples.dataMask], + }; +} + +function isCloud(sample) { + const BQA = decodeL8C2Qa(sample.BQA); + let cloudPresence = false + if (BQA.cloud == 1 || BQA.cloudShadow == 1 || BQA.cirrus == 1 || BQA.dilatedCloud == 1) { + cloudPresence = true + } + return cloudPresence +} + +function componentToHex(c) { + var hex = c.toString(16); + return hex.length == 1 ? "0" + hex : hex; + } + + function rgbToHex(r, g, b) { + return "0x" + componentToHex(r) + componentToHex(g) + componentToHex(b); + } + +function palette(colour_length, min_value, max_value){ + let colourPairs = [] + let values = Array.from({length: colour_length}, (_, i) => min_value + (max_value - min_value) * i / (colour_length - 1)); + for (var idx = 0; idx < colour_length; idx++){ + var x = idx * 1.0/colour_length; + + // Convert RGB to hex + let coulours = rgbToHex(Math.round(255*Math.sqrt(x)), + Math.round(255*Math.pow(x,3)), + Math.round(255*(Math.sin(2 * Math.PI * x)>=0? + Math.sin(2 * Math.PI * x) : + 0 ))) + + //Make pairs of colours + colourPairs.push([values[idx], coulours.toString()]) + + } + return colourPairs +} diff --git a/landsat-8/thermal-iron/fig/fig1.png b/landsat-8/thermal-iron/fig/fig1.png new file mode 100644 index 0000000000000000000000000000000000000000..db11d7ab0588e137989133c8d6c6ee4677e0b055 GIT binary patch literal 356566 zcmb5VcRXBQ6fZh@FVTAm!k7@9WJIr{4@UF|qK;mIh!S;zFiMgk`shYCNJvQZsH2V& z(V~m~L-6F@_ujq#-1qssbv|dG?^(O7b@ti&?7i1s=Vs<+2|y3g($xYG5C8xKw+G;6 znP5g&UESUoYNVyBulYYC`T(~?ECB$(y#oB8+G>1HEUoy+mi}jse{l|u{yzV%{|CA) z_jKxC=>Pyu?EjGF|BFrGG0Ke5O^{Oo^X#eX;=;QYsBxC+rtIm32+AR0dxUg z07roMEs_FA03-o&H*)}W01@Fo`WF)25-}<9KO!e3B_X9Cr=+AHr=XyurlY2$qNSps zpt(asOGi(Chn|v}fsuip@fOqnD}>-*P9kFR+l=&76jZm||DSa86>x`~NSJ6YHAS5CN zklZ0<;AfOnWx8uZ=D;i)%{?Y#9ilq`Wx#n^FT~6S zuyj^Fqvy*0Wa*{ZECCh2fS0JO4<1Sm2v(Mjy>HbN+hE59wc|ueA~s+2EGJbmi)Is~ zF6;bWE`%@@l$q8oWg7_u@-_`HdP5hXl#9~czv4~q!-4Px7=F*^8o zA>z;Z#XK)3)*m5r3QN^k7#>ABotFc;bckdfbz!U(G_~kfn8dhgEGP}e5Sj6Z)Ij41 zK+t36fjZ&dMm2F@T8Z$n1X1`BwL@eo&A$Hx=pVoNk zmOnB2t28!0L0jV(Vxi1DU2`8`CZV(Rtj(+z|0!DYj*6*oi^7PnsW!g~ck7Tz$_kQP zbQm{eryf<;;KNq1N(^6*_f4++(den`LoM74N^@$l=BGGKIhjXtdpcP1xW5)xil-7` zCthLhw)JQapwVk*G>hJnXj~ECGNW$fOy$zy6K>aG5a1^nhO}OTuy)%Iif4Kk^W|oI zjd{KyGH2bcM}m*c7j$~$oj9ug81ERm4|*~*u7!}HHjH1(F7O9qa@bsnix7WseIZM; zWB~KE0!=V9kJ%tA)EOekc%8ZSRJDeb*t~h3oLF!P^=Dfn326`z%?Y%A4al)*O#uQ$ zJ)L+apYT*s#(%6}C4^`(Cz(08`NR|l?VBJsJTIkm_H7buJb`+iA5VgEC~K)H`9gId zel-zE7VlWLK8QapyH_Nh|8c;OE(&q7B~>hikDL7SY7#~#Yey$b1hk&ZuxONJsFCJHL`uuoUgd5K{*$zAe!D}YHsCwBBT|Ec0>$#z0F)82H%R`Dz z#T1>3AsKmtdl`Qbn05Sg>AK5LMal#IaIH8^n{KD(@tn)$gl`Uhq-Vy)s;eAs8iJ%m zk}ENEIc8p3@Payn=vTfv#T}Lu<1H0KU%|#F8gAc-V^XzID`F(fGX7YuF~FT#hL7KU z5v-!BZZACH=R?q>ktR)Dc*WM8uMQMl+Nf%NQMaLT0UnQ%2dep;)FdJYL%~~CFT;=o ziX0m-Q>3V>rQvc#wS%}HVSHZ=Bmn)HpzCcOb4be%ITbt&q{K3SNdy2YF+Z(gWuiG2 zZqp7uV5gdgJtSIx115K3N&mWB(K3$9kWUGltQ2vGf{_uM3+d3b`Q?H+4um+y0t^_u=yH#uj-da{#J7#TvX-lnQzyBK=80Qful3fR{t>Mo zUDE1(sKee9X5#xtbZyCufI_gkuJZ;UTDAhRj&00&Ir;TY?T#SN*OwD;dR?{7h2=yT zsHIZV!c5-EwX#K)D26_djjc!*uR@zbhG2e(oQsKZ5Ilg*{m_q0Z-2qHYyNo}lw$!h zp|kRGZ@Azc+_t3J!`8}0`a{2a7J&}Vs!_Ao zgBIZ5(|tDpJuws-+jv=9efCb4I$`mBFLqGfIk%G1#MF-kYdp?wGLJ4-1n82}x&B_f zsMsF|Gkw?1SucDPBrx*I3bvU(s`f5vmv|}nzu)a5SyNAX$j{9~C!0-IWQv5uPr@U2 zxQ9h4e5mSR+a7Z%H-OL!R+Dhz3pWoe$XMf|Rq0hu!xn2mPyYMGyl)3+p?55}A2PiB z>s+SpT98yN>DcEn;ZH6e<_ECE;ZX4g;i|26yptsTck+$u6CRKQMU5&1s_N;{rS4Ls zf0zos{*Dz)a9Z(xzg&m~rIPJMwp&ySec0;hzO~ z`YzHATZTIN4*b;SX8F?u6h;<;35IyvZvYM9uXV!t8?JOFLfCzu6P3RU|*mJ~x30Hqt4yxkr(mNKHy=}5S5vo<;90~Qm zFhA}!+)9>=m~OiPSn1%bo_GCKAed?1x4!2zD-_1zR=?ubMUP9lpXnrYJC9m1%)B0u zd(8i$&047>9BNQ_H&7!S_&k$va+_K9Yy~SM#ibg^eGmF0VGG98@QzY@b0A7?_;SV3 ztX~xL6m{MbJNPm(Ddb+#92-BsO{BtllbF!;5B&1l3B>|uK#))eHCz*HFw_oo@RT~1 zGry}gzNn5Mhyi|I6$Am{rMfE9x=8|h;7>udj?;HL! z>&Tgt5vjG8IXNF(&z*!F`7|2@Jtzr)`x>-;tKKu#ORg4VV1oLQE0KoruL0EPww5zx zylT*8&L?{!g6|eysd|QKy^zrr(o2a+&m`!t#&2E^a=dbGJMtclfTowp2BCt+hX$nh zgg$v-MnanD=iMB}S&UZ-g#AoEk-7HWZA-r%;s`k(=^V3%y>H8=EpvoyxnNj+5oG&g zGNZ(r$|uR#DBULfpoPUwgiPe_r$}ZFZC*)>4@Clw_KJG*GxKCXS%>T{Xw1H6#*)(% z_JnK$j?_Zdx!(YatS~E;g^NuL$Ayl%O`$+>8-|!_N@s4(efalEz8t1Cej6m=mrJ!P zE@hPy=6FcN=O6aGZEhRWZr;5*8*Ay^JKOYkVNziU|DMS;8G+1LlEZ-^$Ihbs2M zmoR(3tigIFOD;xKgR3>BEkiEosJ|LBbUm1r-JIL_Eo_TnW&27KZ964btt1w<(oR9) z`(38o*2rV8aeQ89bC=VnP>O~gcLUH=LKs|xm%qw)y8%>Tr>$_loTiB%(J{~SayIxA z670)OKvq#}Krl2@WQkS>Nm#cO7KTWl*J33)mCZtOJIVbb<7Kv;Qx|8D56kRhE(_

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0 ))) + + //Make pairs of colours + colourPairs.push([values[idx], coulours.toString()]) + + } + return colourPairs +}