From 6740505175920ecb8d8b7d4154dc570831fdeafa Mon Sep 17 00:00:00 2001 From: Christoph Paulik Date: Fri, 15 Dec 2023 10:13:28 +0100 Subject: [PATCH 1/3] Add Crop Biomass Evalscripts --- .../crop-biomass/crop-biomass.md | 35 ++++++++++++++ planetary-variables/crop-biomass/eob.js | 44 ++++++++++++++++++ planetary-variables/crop-biomass/fig/fig1.png | Bin 0 -> 1033196 bytes planetary-variables/crop-biomass/raw.js | 13 ++++++ planetary-variables/crop-biomass/script.js | 35 ++++++++++++++ 5 files changed, 127 insertions(+) create mode 100644 planetary-variables/crop-biomass/crop-biomass.md create mode 100644 planetary-variables/crop-biomass/eob.js create mode 100644 planetary-variables/crop-biomass/fig/fig1.png create mode 100644 planetary-variables/crop-biomass/raw.js create mode 100644 planetary-variables/crop-biomass/script.js diff --git a/planetary-variables/crop-biomass/crop-biomass.md b/planetary-variables/crop-biomass/crop-biomass.md new file mode 100644 index 00000000..e28298da --- /dev/null +++ b/planetary-variables/crop-biomass/crop-biomass.md @@ -0,0 +1,35 @@ +--- +title: Crop Biomass +nav_order: 2 +parent: Planetary Variables +layout: script +permalink: /planetary-variables/crop-biomass/ +scripts: + - [Visualization, script.js] + - [EO Browser, eob.js] + - [Raw Values, raw.js] +--- + +## Evaluate and visualize + +As Crop Biomass is commercial data, brought into Sentinel Hub as Bring Your Own Data, direct EO Browser and Sentinel Playground links are not possible due to the personalized data credentials. + +## General description + +Biomass Proxy is a fusion of microwave and optical satellite imagery, using the advantages of each to accurately estimate relative above-ground crop biomass regardless of cloud cover and at a high spatial resolution (10 m x 10 m). + +It integrates microwave data from the European Space Agency (ESA) Sentinel-1 satellites and optical images from its Sentinel-2 satellites. + +Planetary Variables then fuses the output from these combined data sources in an algorithm designed to provide a reliable measurement of crop biomass over agricultural areas under all circumstances. + +This is a relative measure of biomass, so each pixel value has a value of 0 (low biomass) to 1 (high biomass). + +It should be computed over agricultural fields. + + +## Description of representative images + +Crop Biomass of agriculture fields in Uruguay. + +![Various fields over Uruguay](fig/fig1.png) + diff --git a/planetary-variables/crop-biomass/eob.js b/planetary-variables/crop-biomass/eob.js new file mode 100644 index 00000000..0e2367ab --- /dev/null +++ b/planetary-variables/crop-biomass/eob.js @@ -0,0 +1,44 @@ +//VERSION=3 +function setup() { + return { + input: ["CB", "dataMask"], + output: [ + { id: "default", bands: 4 }, + { id: "index", bands: 1, sampleType: 'FLOAT32' }, + { id: "eobrowserStats", bands: 2, sampleType: 'FLOAT32' }, + { id: "dataMask", bands: 1 } + ] + }; +} + + +const bp_ramp = [ + [0, 0xfff7ea], + [0.100, 0xf3e3c8], + [0.200, 0xdad0a4], + [0.300, 0xbdc082], + [0.400, 0x99b160], + [0.500, 0x6da242], + [0.600, 0x2c952e], + [0.7000, 0x008729], + [0.800, 0x007932], + [0.9000, 0x006640], + [1.000, 0x005444], +]; + +const visualizer = new ColorRampVisualizer(bp_ramp); + +let factor = 1/1000; +function evaluatePixel(sample) { + +let val=sample.CB*factor; + [r,g,b]=visualizer.process(val); +let imgVals = [r,g,b,sample.dataMask]; +// return[val,val,val,sample.dataMask] + return { + default: imgVals, + index: [val], + eobrowserStats: [val,sample.dataMask], + dataMask: [sample.dataMask] + }; + diff --git a/planetary-variables/crop-biomass/fig/fig1.png b/planetary-variables/crop-biomass/fig/fig1.png new file mode 100644 index 0000000000000000000000000000000000000000..c0e241512397d5234af1d3fd2f4784b660dec5a5 GIT binary patch literal 1033196 zcmV*RKwiIzP)ZgXgFbngSdJ^%m!DRf0xbVG7w zVRUJ4ZXi@?ZDjytZy+%=AY^4@ATlsAGaxZDIxsgnGczDVMO2+y*{c8mAOJ~3K~#90 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zNv!asabR>h9g;+$t&Af=m>6>Mwg3Kg<_@t-K|rlmJ;bFMTG3*yX>~%H?G~LR#xIv3 z$LKr!O(lvXQAh+~*kMLDXtmmm)aoy4Z!@ufe@05P>#RoG@EnPiaz!HmzvLSyrgdcM zf+Hy?l}(I!>%0WJPmq#83W7=*r8S9ibAUO#bjm3(`Lf$)XhS>F?Y!l`o;sPGL%66P zm317ap^XZFL-)TTkf)ed>I6=K(YyZ@@If zP#S6||NHaLcM5TEG_PA^9NQ`d>KDt0{oS$K3!s2G%#AHwaF(aP_sA&cC7vC)A$!tO z%-1>j+YUrw$6BcJVPCp=V$`k>dRnqmTbdsh*0GcFGJhJ7nG!C;)l#QWm zDxkH_04KCrV~dQ6fK?t)N|D5gjU_M4``2DCFrcD1PI6;aN~1c~mIJ~c3@`!w#Xnuc zAARWK0F+&5A`2u)B9ST?Xj=zOpT5?bC~)JTkcq~rvv=8*Qt(gz Date: Fri, 15 Dec 2023 10:34:08 +0100 Subject: [PATCH 2/3] Formatting, removed unused code, global vars --- planetary-variables/crop-biomass/eob.js | 54 +++++++++++----------- planetary-variables/crop-biomass/raw.js | 6 +-- planetary-variables/crop-biomass/script.js | 33 ++++++------- 3 files changed, 44 insertions(+), 49 deletions(-) diff --git a/planetary-variables/crop-biomass/eob.js b/planetary-variables/crop-biomass/eob.js index 0e2367ab..8534fc99 100644 --- a/planetary-variables/crop-biomass/eob.js +++ b/planetary-variables/crop-biomass/eob.js @@ -3,42 +3,40 @@ function setup() { return { input: ["CB", "dataMask"], output: [ - { id: "default", bands: 4 }, - { id: "index", bands: 1, sampleType: 'FLOAT32' }, - { id: "eobrowserStats", bands: 2, sampleType: 'FLOAT32' }, - { id: "dataMask", bands: 1 } - ] + { id: "default", bands: 4 }, + { id: "index", bands: 1, sampleType: 'FLOAT32' }, + { id: "eobrowserStats", bands: 2, sampleType: 'FLOAT32' }, + { id: "dataMask", bands: 1 } + ] }; } const bp_ramp = [ - [0, 0xfff7ea], - [0.100, 0xf3e3c8], - [0.200, 0xdad0a4], - [0.300, 0xbdc082], - [0.400, 0x99b160], - [0.500, 0x6da242], - [0.600, 0x2c952e], - [0.7000, 0x008729], - [0.800, 0x007932], - [0.9000, 0x006640], - [1.000, 0x005444], + [0, 0xfff7ea], + [0.100, 0xf3e3c8], + [0.200, 0xdad0a4], + [0.300, 0xbdc082], + [0.400, 0x99b160], + [0.500, 0x6da242], + [0.600, 0x2c952e], + [0.7000, 0x008729], + [0.800, 0x007932], + [0.9000, 0x006640], + [1.000, 0x005444], ]; const visualizer = new ColorRampVisualizer(bp_ramp); -let factor = 1/1000; +let factor = 1 / 1000; function evaluatePixel(sample) { - -let val=sample.CB*factor; - [r,g,b]=visualizer.process(val); -let imgVals = [r,g,b,sample.dataMask]; -// return[val,val,val,sample.dataMask] - return { - default: imgVals, - index: [val], - eobrowserStats: [val,sample.dataMask], - dataMask: [sample.dataMask] - }; + let val = sample.CB * factor; + let imgVals = visualizer.process(val); + return { + default: [...imgVals, sample.dataMask], + index: [val], + eobrowserStats: [val, sample.dataMask], + dataMask: [sample.dataMask] + }; +} diff --git a/planetary-variables/crop-biomass/raw.js b/planetary-variables/crop-biomass/raw.js index f98b2f3c..cf38ef12 100644 --- a/planetary-variables/crop-biomass/raw.js +++ b/planetary-variables/crop-biomass/raw.js @@ -6,8 +6,8 @@ function setup() { }; } -let factor = 1/1000; +let factor = 1 / 1000; function evaluatePixel(sample) { - return [sample.CH*factor] - }; + return [sample.CH * factor] +}; diff --git a/planetary-variables/crop-biomass/script.js b/planetary-variables/crop-biomass/script.js index f65f0b16..fc89627e 100644 --- a/planetary-variables/crop-biomass/script.js +++ b/planetary-variables/crop-biomass/script.js @@ -8,28 +8,25 @@ function setup() { const bp_ramp = [ - [0, 0xfff7ea], - [0.100, 0xf3e3c8], - [0.200, 0xdad0a4], - [0.300, 0xbdc082], - [0.400, 0x99b160], - [0.500, 0x6da242], - [0.600, 0x2c952e], - [0.7000, 0x008729], - [0.800, 0x007932], - [0.9000, 0x006640], - [1.000, 0x005444], + [0, 0xfff7ea], + [0.100, 0xf3e3c8], + [0.200, 0xdad0a4], + [0.300, 0xbdc082], + [0.400, 0x99b160], + [0.500, 0x6da242], + [0.600, 0x2c952e], + [0.7000, 0x008729], + [0.800, 0x007932], + [0.9000, 0x006640], + [1.000, 0x005444], ]; const visualizer = new ColorRampVisualizer(bp_ramp); -let factor = 1/1000; +let factor = 1 / 1000; function evaluatePixel(sample) { - -let val=sample.CB*factor; - [r,g,b]=visualizer.process(val); -let imgVals = [r,g,b,sample.dataMask]; -// return[val,val,val,sample.dataMask] - return [...imgVals, sample.dataMask] + let val = sample.CB * factor; + let imgVals = visualizer.process(val); + return [...imgVals, sample.dataMask] } From 218211cd0714318155a7f9db64e002743730da74 Mon Sep 17 00:00:00 2001 From: Jonas Viehweger Date: Fri, 15 Dec 2023 11:19:03 +0100 Subject: [PATCH 3/3] Updated image, removed cloud output eobstats --- planetary-variables/crop-biomass/eob.js | 4 ++-- planetary-variables/crop-biomass/fig/fig1.png | Bin 1033196 -> 1072953 bytes 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/planetary-variables/crop-biomass/eob.js b/planetary-variables/crop-biomass/eob.js index 8534fc99..d108a2cc 100644 --- a/planetary-variables/crop-biomass/eob.js +++ b/planetary-variables/crop-biomass/eob.js @@ -5,7 +5,7 @@ function setup() { output: [ { id: "default", bands: 4 }, { id: "index", bands: 1, sampleType: 'FLOAT32' }, - { id: "eobrowserStats", bands: 2, sampleType: 'FLOAT32' }, + { id: "eobrowserStats", 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