From 2d8a54816828453f1940faa8fe3398533d4c2a32 Mon Sep 17 00:00:00 2001 From: wray Date: Thu, 20 Jun 2024 14:11:30 +0200 Subject: [PATCH 1/8] Max NDVI added --- planet_scope/max_ndvi/README.md | 35 +++++++++++++++ planet_scope/max_ndvi/fig/fig1.png | Bin 0 -> 1253728 bytes planet_scope/max_ndvi/script.js | 69 +++++++++++++++++++++++++++++ 3 files changed, 104 insertions(+) create mode 100644 planet_scope/max_ndvi/README.md create mode 100644 planet_scope/max_ndvi/fig/fig1.png create mode 100644 planet_scope/max_ndvi/script.js diff --git a/planet_scope/max_ndvi/README.md b/planet_scope/max_ndvi/README.md new file mode 100644 index 00000000..654978ad --- /dev/null +++ b/planet_scope/max_ndvi/README.md @@ -0,0 +1,35 @@ +--- +title: 'Max Multitemporal NDVI' +parent: Planetscope +grand_parent: Planet +layout: script +permalink: /planet_scope/max_ndvi/ +nav_exclude: true +examples: +examples: +- zoom: '15' + lat: '-16.60556' + lng: '-48.80419' + datasetId: 'ccb1f8f0-e5bf-4c31-afe5-d8803bcbde2a' + fromTime: '2022-11-01T00:00:00.000Z' + toTime: '2023-11-19T23:59:59.999Z' + platform: + - EOB + evalscripturl: https://raw.githubusercontent.com/sentinel-hub/custom-scripts/master/planet_scope/max_ndvi/script.js + additionalQueryParams: + - - themeId + - PLANET_SANDBOX +--- + +## General description + +The script evaluates the NDVI for each scene of the past month and returns the highest NDVI value for every pixel. In short, it returns the highest NDVI values of the past month for every pixel. The script runs on-the-fly, since +it doesn't require preprocessing. It can be used as a cloud free background or an input for further analysis, such as change detection and classification. [Find out more.](https://www.sentinel-hub.com/max_service){:target="_blank"} +Note that multi-temporal processing needs to be enabled for this script to run. + +## Description of representative images + +![g](fig/fig1.png) + + + diff --git a/planet_scope/max_ndvi/fig/fig1.png b/planet_scope/max_ndvi/fig/fig1.png new file mode 100644 index 0000000000000000000000000000000000000000..0191762d6f1bd140aacc76b52cb2bcae0dd309f7 GIT binary patch literal 1253728 zcmZU*2|Sc-`#x?9l{Lw}G=wOIda{#@t!yPp_C1NQj(vuR5m};;twJi?zyk~TJP;T<~Wb@ye7`nSdaA#{}~z@8dd{+$UPbw zW+V*_V;VCfkdx9>-A_Y9>)@`fZEB#cEo$lub#;I0LPH~!;$(0C+u({+mxF`7eOJHC zUCDPJr+`PmB=I0J;=xApCAcuR__jdKYnVQGR z2={xUi3vB`jh{d6C(+g3yBD7tNfHsgVIV6d4Rm^)<{N#_oijJ_jG|Tr%&StOp=Xde zYz}2K6{(_lb^E_AY7N}nJ0)r*sw^gdstZozj1#{YS0q;9=XX2xy%$YguH;{G*Ln5t z&{VKQosE)-V&{+sGhE}9&!Dfks4c1uW>c52S07+GU^&I|nni~tlVy#CkLA+M*~FVE zbTNW4_eG~uFD6~g)JoD~>bl_wrg7vleV8A6@z&REditn#@ptC^%oP*7j4_@!5j%p~ z$j^baO{1O7-dF=I$GadkXFhbr`6506t%;dwKHi5#l#>(X?8rzVUP(mR$;nCR(a8xS zT^(WZm 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initialization setup function +function setup() { + return { + //List of all bands, that will be used in the script, either for visualization or for choosing best pixel + input: [{ + bands: [ + "Red", + "NIR" + ] + }], + //This can always be the same if one is doing RGB images + output: { bands: 3 }, + mosaicking: "ORBIT" + } +} + +/* +In this function we limit the scenes, which are used for processing. +These are based also on input variables. +E.g. if one sets date "2017-03-01" ("TO date") and cloud coverage filter 30%, +all scenes older than 2017-03-01 with cloud coverage 30% will be checked against +further conditions in this function. +The more scenes there are, longer it will take to process the data. +After 60 seconds of processing, there will be a timeout. +*/ + +function preProcessScenes (collections) { + collections.scenes.orbits = collections.scenes.orbits.filter(function (orbit) { + var orbitDateFrom = new Date(orbit.dateFrom) + return orbitDateFrom.getTime() >= (collections.to.getTime()-3*31*24*3600*1000); + }) + return collections +} + +function calcNDVI(sample) { + var denom = sample.Red+sample.NIR; + return ((denom!=0) ? (sample.NIR-sample.Red) / denom : 0.0); +} +function evaluatePixel(samples) { + var max = 0; + for (var i=0;i max ? ndvi:max; + } +if (max<-1.1) return [0,0,0]; +else if (max<-0.2) return [0.75,0.75,0.75]; +else if (max<-0.1) return [0.86,0.86,0.86]; +else if (max<0) return [1,1,0.88]; +else if (max<0.025) return [1,0.98,0.8]; +else if (max<0.05) return [0.93,0.91,0.71]; +else if (max<0.075) return [0.87,0.85,0.61]; +else if (max<0.1) return [0.8,0.78,0.51]; +else if (max<0.125) return [0.74,0.72,0.42]; +else if (max<0.15) return [0.69,0.76,0.38]; +else if (max<0.175) return [0.64,0.8,0.35]; +else if (max<0.2) return [0.57,0.75,0.32]; +else if (max<0.25) return [0.5,0.7,0.28]; +else if (max<0.3) return [0.44,0.64,0.25]; +else if (max<0.35) return [0.38,0.59,0.21]; +else if (max<0.4) return [0.31,0.54,0.18]; +else if (max<0.45) return [0.25,0.49,0.14]; +else if (max<0.5) return [0.19,0.43,0.11]; +else if (max<0.55) return [0.13,0.38,0.07]; +else if (max<0.6) return [0.06,0.33,0.04]; +else return [0,0.27,0]; + +} \ No newline at end of file From 519eefadde42d4021fbccff019b5611e5ca8ee80 Mon Sep 17 00:00:00 2001 From: wray Date: Thu, 20 Jun 2024 14:59:20 +0200 Subject: [PATCH 2/8] ndvi difference added --- planet_scope/max_ndvi/README.md | 4 ++ planet_scope/ndvi_difference/README.md | 39 ++++++++++++ planet_scope/ndvi_difference/fig/fig1..png | Bin 0 -> 3827081 bytes planet_scope/ndvi_difference/script.js | 69 +++++++++++++++++++++ 4 files changed, 112 insertions(+) create mode 100644 planet_scope/ndvi_difference/README.md create mode 100644 planet_scope/ndvi_difference/fig/fig1..png create mode 100644 planet_scope/ndvi_difference/script.js diff --git a/planet_scope/max_ndvi/README.md b/planet_scope/max_ndvi/README.md index 654978ad..ff568d39 100644 --- a/planet_scope/max_ndvi/README.md +++ b/planet_scope/max_ndvi/README.md @@ -27,6 +27,10 @@ The script evaluates the NDVI for each scene of the past month and returns the h it doesn't require preprocessing. It can be used as a cloud free background or an input for further analysis, such as change detection and classification. [Find out more.](https://www.sentinel-hub.com/max_service){:target="_blank"} Note that multi-temporal processing needs to be enabled for this script to run. +## Author of the script + +William Ray + ## Description of representative images ![g](fig/fig1.png) diff --git a/planet_scope/ndvi_difference/README.md b/planet_scope/ndvi_difference/README.md new file mode 100644 index 00000000..bb2e0048 --- /dev/null +++ b/planet_scope/ndvi_difference/README.md @@ -0,0 +1,39 @@ +--- +title: NDVI difference between two dates +parent: Planetscope +grand_parent: Planet +layout: script +permalink: /planet_scope/ndvi_difference/ +nav_exclude: true +scripts: +- - Visualization + - script.js +examples: +- zoom: '14' + lat: '52.24714' + lng: '9.20886' + datasetId: Planetscope + fromTime: '2023-04-02T00:00:00.000Z' + toTime: '2023-06-01T23:59:59.999Z' + platform: + - EOB + evalscripturl: https://raw.githubusercontent.com/sentinel-hub/custom-scripts/master/planet_scope/ndvi_difference/script.js + additionalQueryParams: + - - themeId + - PLANET_SANDBOX +--- + +## General description +This script aims to obtain the diffence of NDVI between the latest acquisition and the acquisition 10-day prior to the latest on within a specified time period. Multi-temporal analysis is common in the Earth Observation field. Here we take NDVI as an example and demonstrate how to calculate the difference of NDVI between two acquisitions using [`mosaicking: ORBIT`](https://docs.sentinel-hub.com/api/latest/evalscript/v3/#mosaicking) and [`preProcessScenes`](https://docs.sentinel-hub.com/api/latest/evalscript/v3/#preprocessscenes-function-optional) in one single request. + +To implement multi-temporal analysis in the Evalscript, we apply `ORBIT` mosaicking to query daily mosaic in the specified time period. Then, by using the optional `preProcessScenes` function, we find out the acquisition acquired on the date closest to the date 10-day prior to the latest acquisition and filter the out the other unused acquisitions to save Processing Units. Last but not least, in the `evaluatePixel` function we initialise a combined mask to ensure the difference of NDVI between two acquisitions exists only if there is data on both dates. + +**Note**: The example script is used to obtain the raw value of NDVI difference. For visualisation purpose, please follow the EO Browser link in the [Evaluate and visualize](#evaluate-and-visualize) section. The visualisation script contains 4 outputs: default, index, eobrowserStats and dataMask. The default layer is a visualisation layer to visualise NDVI difference in EO Browser. The index layer is the actual value of the NDVI difference. The eobrowserStats and the dataMask layer is configured to activate statistical features on EO Browser. Please see the [FAQ](https://www.sentinel-hub.com/faq/#how-configure-your-layers-statistical-info-eo-browser) for more details. + +## Author of the script + +William Ray + +## Description of representative images +The following image shows the NDVI difference between the latest acquisition and the acquisition 10-day prior to the latest one during the time period from 2nd of April, 2023 to 2nd June, 2023. +![NDVI difference example](fig/fig1.png) diff --git a/planet_scope/ndvi_difference/fig/fig1..png b/planet_scope/ndvi_difference/fig/fig1..png new file mode 100644 index 0000000000000000000000000000000000000000..23901ab9b0927df8910e84c3684864e061401389 GIT binary patch literal 3827081 zcmZU(cUV(Vvo}gnP$^Ln=>bK$^b&eNlp?)Juc3%^LJ1H+KtZGg1SwJi(xvy_OXwid zJ0uW#FQH%FbI$#~^W3|hXZFmVncvJ_v+~EvniZy@ra<2z6u#=P1P?D2l(r|OOv2(D-!()$un47OCy=L#RurN388RX)4(TPnFl30_$& z)3%hk@C(@?nbZ4BMoePN{P%nO@vOF9y$H)?E`vhf$7VR;)upis^9oTbD&v)r29pGH z1p^*)^4$}p=1(Lndm+ap$44&3YA!WIdQN(u^e5>%(j?LiQW{bgnfWN07=jS`5FMu3 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z{z|gT1L#Y5zY=_Lj91sCsg+~=uKR+&$9?J9|4>hW|JmRCC+~MSc@~Da*`W1CJh{Q+ zcw*|D1A1tnFQ4-z!#3erTq4!f*aa|nFG#6medrX5#UFnY%ugc)hKweB-|ZsLjSarx zM^AWi{Pe9IJy4h48iEW2jeW&WamB$TLgI&S*ue;u?Z30(u>C4Szo*FEAxq^MaPf^z zwZj2{a_n9)H|$&=Jk>X17QppdB_kY>uCpyBIIze>hdvV9(z7TG`1$&nr5{&~ P00000NkvXXu0mjfT`NQr literal 0 HcmV?d00001 diff --git a/planet_scope/ndvi_difference/script.js b/planet_scope/ndvi_difference/script.js new file mode 100644 index 00000000..5c1f0d5f --- /dev/null +++ b/planet_scope/ndvi_difference/script.js @@ -0,0 +1,69 @@ +//VERSION=3 +// Script to extract NDVI difference between the latest acquisition and the acquisition 10-day prior to the latest within a specified time range +// Returns visualized RGB values +function setup() { + return { + input: [{ + bands: ["Red", "NIR", "dataMask"], + units: "DN" + }], + output: { bands: 4 }, + mosaicking: Mosaicking.ORBIT + } + +} + +function evaluatePixel(samples) { + // ndvi difference + let latest = samples[0]; + let prior = samples[1]; + let dataMask = latest.dataMask * prior.dataMask; + const diff = dataMask === 1 ? index(latest.NIR, latest.Red) - index(prior.NIR, prior.Red) : NaN; + + // visualisation + const ramps = [ + [-2, 0x8e0152], + [-1, 0xc51b7d], + [-0.5, 0xde77ae], + [0, 0xf7f7f7], + [0.5, 0x7fbc41], + [1, 0x4d9221], + [2, 0x276419] + ] + const visualizer = new ColorRampVisualizer(ramps); + let imgVals = visualizer.process(diff); + imgVals.push(dataMask) + + return imgVals +} + +function preProcessScenes(collections) { + // sort from most recent to least recent + collections.scenes.orbits = collections.scenes.orbits.sort( + (s1, s2) => new Date(s2.dateFrom) - new Date(s1.dateFrom) + ); + + let scenes = collections.scenes.orbits; + let latest; + let closest; + latest = closest = scenes[0]; + + // timestamp of 10-day prior to latest acquisition + let target = new Date(new Date(latest.dateFrom).getTime() - 10 * 24 * 3600 * 1000); + + // find closet timestamp to the target + let diff = Number.POSITIVE_INFINITY; + for (let i = 1; i < scenes.length; i++) { + current = new Date(scenes[i].dateFrom); + if (Math.abs(current - target) >= diff) { break; } + diff = Math.abs(current - target); + closest = scenes[i]; + } + + // filter collections to keep the latest acquisition and the closest acquisitions to the target + collections.scenes.orbits = collections.scenes.orbits.filter(function (orbit) { + var orbitDateFrom = orbit.dateFrom; + return [latest.dateFrom, closest.dateFrom].includes(orbitDateFrom); + }) + return collections +} \ No newline at end of file From 5af95d880e9018210a9799d905548cdc98c7ff5f Mon Sep 17 00:00:00 2001 From: wray Date: Mon, 24 Jun 2024 10:01:13 +0200 Subject: [PATCH 3/8] max NDVI changes --- planet_scope/max_ndvi/README.md | 3 +-- planet_scope/max_ndvi/script.js | 46 ++++++++++++++++----------------- 2 files changed, 24 insertions(+), 25 deletions(-) diff --git a/planet_scope/max_ndvi/README.md b/planet_scope/max_ndvi/README.md index ff568d39..ba81e080 100644 --- a/planet_scope/max_ndvi/README.md +++ b/planet_scope/max_ndvi/README.md @@ -6,7 +6,6 @@ layout: script permalink: /planet_scope/max_ndvi/ nav_exclude: true examples: -examples: - zoom: '15' lat: '-16.60556' lng: '-48.80419' @@ -33,7 +32,7 @@ William Ray ## Description of representative images -![g](fig/fig1.png) +![figure 1](fig/fig1.png) diff --git a/planet_scope/max_ndvi/script.js b/planet_scope/max_ndvi/script.js index 01f395f5..0b9391c6 100644 --- a/planet_scope/max_ndvi/script.js +++ b/planet_scope/max_ndvi/script.js @@ -35,35 +35,35 @@ function preProcessScenes (collections) { } function calcNDVI(sample) { - var denom = sample.Red+sample.NIR; - return ((denom!=0) ? (sample.NIR-sample.Red) / denom : 0.0); + var denom = sample.Red + sample.NIR; + return ((denom != 0) ? (sample.NIR - sample.Red) / denom : NaN); } function evaluatePixel(samples) { var max = 0; - for (var i=0;i max ? ndvi:max; } -if (max<-1.1) return [0,0,0]; -else if (max<-0.2) return [0.75,0.75,0.75]; -else if (max<-0.1) return [0.86,0.86,0.86]; -else if (max<0) return [1,1,0.88]; -else if (max<0.025) return [1,0.98,0.8]; -else if (max<0.05) return [0.93,0.91,0.71]; -else if (max<0.075) return [0.87,0.85,0.61]; -else if (max<0.1) return [0.8,0.78,0.51]; -else if (max<0.125) return [0.74,0.72,0.42]; -else if (max<0.15) return [0.69,0.76,0.38]; -else if (max<0.175) return [0.64,0.8,0.35]; -else if (max<0.2) return [0.57,0.75,0.32]; -else if (max<0.25) return [0.5,0.7,0.28]; -else if (max<0.3) return [0.44,0.64,0.25]; -else if (max<0.35) return [0.38,0.59,0.21]; -else if (max<0.4) return [0.31,0.54,0.18]; -else if (max<0.45) return [0.25,0.49,0.14]; -else if (max<0.5) return [0.19,0.43,0.11]; -else if (max<0.55) return [0.13,0.38,0.07]; -else if (max<0.6) return [0.06,0.33,0.04]; +if (max < -1.1) return [0,0,0]; +else if (max <- 0.2) return [0.75,0.75,0.75]; +else if (max <- 0.1) return [0.86,0.86,0.86]; +else if (max < 0) return [1,1,0.88]; +else if (max < 0.025) return [1,0.98,0.8]; +else if (max < 0.05) return [0.93,0.91,0.71]; +else if (max < 0.075) return [0.87,0.85,0.61]; +else if (max < 0.1) return [0.8,0.78,0.51]; +else if (max < 0.125) return [0.74,0.72,0.42]; +else if (max < 0.15) return [0.69,0.76,0.38]; +else if (max < 0.175) return [0.64,0.8,0.35]; +else if (max < 0.2) return [0.57,0.75,0.32]; +else if (max < 0.25) return [0.5,0.7,0.28]; +else if (max < 0.3) return [0.44,0.64,0.25]; +else if (max < 0.35) return [0.38,0.59,0.21]; +else if (max < 0.4) return [0.31,0.54,0.18]; +else if (max < 0.45) return [0.25,0.49,0.14]; +else if (max < 0.5) return [0.19,0.43,0.11]; +else if (max < 0.55) return [0.13,0.38,0.07]; +else if (max < 0.6) return [0.06,0.33,0.04]; else return [0,0.27,0]; } \ No newline at end of file From c04573888793eacb8607899a704ae822c74e6918 Mon Sep 17 00:00:00 2001 From: wray Date: Mon, 24 Jun 2024 10:15:28 +0200 Subject: [PATCH 4/8] links added to parent --- planet_scope/planet_scope.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/planet_scope/planet_scope.md b/planet_scope/planet_scope.md index ae9454c2..399f7c60 100644 --- a/planet_scope/planet_scope.md +++ b/planet_scope/planet_scope.md @@ -49,6 +49,8 @@ The spectral bands of PlanetScope data are the following if you order a 8-band p - [False Color](/planet_scope/false_color) - [Cloudless Mosaic](/planet_scope/cloudless_mosaic) - [NDVI](/planet_scope/ndvi) + - [Maximum NDVI](/planet_scope/max_ndvi) + - [NDVI Difference](/planet_scope/ndvi_difference) - [NDWI](/planet_scope/ndwi) - [NDCI - Normalized Difference Chlorophyll Index](/planet_scope/ndci) - [NDRE - Normalized Difference Red Edge Index](/planet_scope/ndre) From 4620bfaa550d12cd92fd2d9778ca57a95101220b Mon Sep 17 00:00:00 2001 From: wray Date: Tue, 25 Jun 2024 11:05:42 +0200 Subject: [PATCH 5/8] difference scripts updated --- planet_scope/ndvi_difference/README.md | 4 ++ planet_scope/ndvi_difference/eob.js | 79 ++++++++++++++++++++++++++ planet_scope/ndvi_difference/raw.js | 52 +++++++++++++++++ 3 files changed, 135 insertions(+) create mode 100644 planet_scope/ndvi_difference/eob.js create mode 100644 planet_scope/ndvi_difference/raw.js diff --git a/planet_scope/ndvi_difference/README.md b/planet_scope/ndvi_difference/README.md index bb2e0048..6bbdc067 100644 --- a/planet_scope/ndvi_difference/README.md +++ b/planet_scope/ndvi_difference/README.md @@ -8,6 +8,10 @@ nav_exclude: true scripts: - - Visualization - script.js +- - EO Browser + - eob.js +- - Raw Values + - raw.js examples: - zoom: '14' lat: '52.24714' diff --git a/planet_scope/ndvi_difference/eob.js b/planet_scope/ndvi_difference/eob.js new file mode 100644 index 00000000..5d547acd --- /dev/null +++ b/planet_scope/ndvi_difference/eob.js @@ -0,0 +1,79 @@ +//VERSION=3 +// Script to extract NDVI difference between the latest acquisition and the acquisition 10-day prior to the latest within a specified time range +// To be used on EO Browser. Makes statistics work in EOB +function setup() { + return { + input: [{ + bands: ["Red", "NIR", "dataMask"], + units: "DN" + }], + output: [ + { id: "default", bands: 4 }, + { id: "index", bands: 1, sampleType: "FLOAT32" }, + { id: "eobrowserStats", bands: 1, sampleType: "FLOAT32" }, + { id: "dataMask", bands: 1 } + ], + mosaicking: Mosaicking.ORBIT + } + +} + +function evaluatePixel(samples) { + // ndvi difference + let latest = samples[0]; + let prior = samples[1]; + let dataMask = latest.dataMask * prior.dataMask; + const diff = dataMask === 1 ? index(latest.NIR, latest.Red) - index(prior.NIR, prior.Red) : NaN; + + // visualisation + const ramps = [ + [-2, 0x8e0152], + [-1, 0xc51b7d], + [-0.5, 0xde77ae], + [0, 0xf7f7f7], + [0.5, 0x7fbc41], + [1, 0x4d9221], + [2, 0x276419] + ] + const visualizer = new ColorRampVisualizer(ramps); + let imgVals = visualizer.process(diff); + imgVals.push(dataMask) + + return { + default: imgVals, + index: [diff], + eobrowserStats: [diff], + dataMask: [dataMask] + }; +} + +function preProcessScenes(collections) { + // sort from most recent to least recent + collections.scenes.orbits = collections.scenes.orbits.sort( + (s1, s2) => new Date(s2.dateFrom) - new Date(s1.dateFrom) + ); + + let scenes = collections.scenes.orbits; + let latest; + let closest; + latest = closest = scenes[0]; + + // timestamp of 10-day prior to latest acquisition + let target = new Date(new Date(latest.dateFrom).getTime() - 10 * 24 * 3600 * 1000); + + // find closet timestamp to the target + let diff = Number.POSITIVE_INFINITY; + for (let i = 1; i < scenes.length; i++) { + current = new Date(scenes[i].dateFrom); + if (Math.abs(current - target) >= diff) { break; } + diff = Math.abs(current - target); + closest = scenes[i]; + } + + // filter collections to keep the latest acquisition and the closest acquisitions to the target + collections.scenes.orbits = collections.scenes.orbits.filter(function (orbit) { + var orbitDateFrom = orbit.dateFrom; + return [latest.dateFrom, closest.dateFrom].includes(orbitDateFrom); + }) + return collections +} \ No newline at end of file diff --git a/planet_scope/ndvi_difference/raw.js b/planet_scope/ndvi_difference/raw.js new file mode 100644 index 00000000..cdac9ad5 --- /dev/null +++ b/planet_scope/ndvi_difference/raw.js @@ -0,0 +1,52 @@ +//VERSION=3 +// Script to extract NDVI difference between the latest acquisition and the acquisition 10-day prior to the latest within a specified time range +// Returns raw (Float32) values +function setup() { + return { + input: [{ + bands: ["Red", "NIR", "dataMask"], + units: "DN" + }], + output: { + bands: 1, + sampleType: SampleType.FLOAT32 + }, + mosaicking: Mosaicking.ORBIT + } + + } + + function evaluatePixel(samples) { + // ndvi difference + let latest = samples[0]; + let prior = samples[1]; + let combinedMask = latest.dataMask * prior.dataMask; + const diff = combinedMask === 1 ? index(latest.NIR, latest.Red) - index(prior.NIR, prior.Red) : NaN; + return [diff]; + } + + function preProcessScenes (collections) { + // sort from most recent to least recent + collections.scenes.orbits = collections.scenes.orbits.sort( + (s1, s2) => new Date(s2.dateFrom) - new Date(s1.dateFrom) + ); + + let scenes = collections.scenes.orbits; + let latest; + let closest; + latest = closest = scenes[0]; + + // timestamp of 10-day prior to latest acquisition + let target = new Date(new Date(latest.dateFrom).getTime() - 10*24*3600*1000); + + // find closet timestamp to the target + let diff = Number.POSITIVE_INFINITY; + for (let i = 1; i < scenes.length; i++) { + current = new Date(scenes[i].dateFrom); + if (Math.abs(current - target) >= diff) {break;} + diff = Math.abs(current - target); + closest = scenes[i]; + } + collections.scenes.orbits = [latest, closest]; + return collections +} From b6bf3d4c51a34b3c17ed5138dcb5d178145c8592 Mon Sep 17 00:00:00 2001 From: wray Date: Tue, 25 Jun 2024 11:05:58 +0200 Subject: [PATCH 6/8] update to comments in max script --- planet_scope/max_ndvi/script.js | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/planet_scope/max_ndvi/script.js b/planet_scope/max_ndvi/script.js index 0b9391c6..2407af12 100644 --- a/planet_scope/max_ndvi/script.js +++ b/planet_scope/max_ndvi/script.js @@ -21,7 +21,7 @@ In this function we limit the scenes, which are used for processing. These are based also on input variables. E.g. if one sets date "2017-03-01" ("TO date") and cloud coverage filter 30%, all scenes older than 2017-03-01 with cloud coverage 30% will be checked against -further conditions in this function. +further conditions in this function (in this function it is currently limited to 3 months). The more scenes there are, longer it will take to process the data. After 60 seconds of processing, there will be a timeout. */ From 372168e253438749b05f0b124f1f6f6ac8435bcf Mon Sep 17 00:00:00 2001 From: wray Date: Tue, 25 Jun 2024 12:17:00 +0200 Subject: [PATCH 7/8] raw script added --- planet_scope/max_ndvi/raw.js | 48 ++++++++++++++++++++++++++++++++++++ 1 file changed, 48 insertions(+) create mode 100644 planet_scope/max_ndvi/raw.js diff --git a/planet_scope/max_ndvi/raw.js b/planet_scope/max_ndvi/raw.js new file mode 100644 index 00000000..86cfb704 --- /dev/null +++ b/planet_scope/max_ndvi/raw.js @@ -0,0 +1,48 @@ +//VERSION=3 + +//Basic initialization setup function +function setup() { + return { + //List of all bands, that will be used in the script, either for visualization or for choosing best pixel + input: [{ + bands: [ + "Red", + "NIR" + ] + }], + //This can always be the same if one is doing RGB images + output: { bands: 3 }, + mosaicking: "ORBIT" + } +} + +/* +In this function we limit the scenes, which are used for processing. +These are based also on input variables. +E.g. if one sets date "2017-03-01" ("TO date") and cloud coverage filter 30%, +all scenes older than 2017-03-01 with cloud coverage 30% will be checked against +further conditions in this function (in this function it is currently limited to 3 months). +The more scenes there are, longer it will take to process the data. +After 60 seconds of processing, there will be a timeout. +*/ + +function preProcessScenes (collections) { + collections.scenes.orbits = collections.scenes.orbits.filter(function (orbit) { + var orbitDateFrom = new Date(orbit.dateFrom) + return orbitDateFrom.getTime() >= (collections.to.getTime()-3*31*24*3600*1000); + }) + return collections +} + +function calcNDVI(sample) { + var denom = sample.Red + sample.NIR; + return ((denom != 0) ? (sample.NIR - sample.Red) / denom : NaN); +} +function evaluatePixel(samples) { + var max = 0; + for (var i= 0; i max ? ndvi:max; + return [max]; + } +} \ No newline at end of file From 312e5409bb2fc0ed23cd59b3d98a899c9a36a59d Mon Sep 17 00:00:00 2001 From: chorng Date: Mon, 1 Jul 2024 15:25:18 +0200 Subject: [PATCH 8/8] Add eob scripts --- planet_scope/max_ndvi/README.md | 7 +++ planet_scope/max_ndvi/eob.js | 84 +++++++++++++++++++++++++ planet_scope/max_ndvi/raw.js | 34 +++++----- planet_scope/max_ndvi/script.js | 79 +++++++++++------------ planet_scope/ndvi_difference/eob.js | 8 +-- planet_scope/ndvi_difference/raw.js | 86 +++++++++++++------------- planet_scope/ndvi_difference/script.js | 4 +- 7 files changed, 196 insertions(+), 106 deletions(-) create mode 100644 planet_scope/max_ndvi/eob.js diff --git a/planet_scope/max_ndvi/README.md b/planet_scope/max_ndvi/README.md index ba81e080..2f18ae83 100644 --- a/planet_scope/max_ndvi/README.md +++ b/planet_scope/max_ndvi/README.md @@ -5,6 +5,13 @@ grand_parent: Planet layout: script permalink: /planet_scope/max_ndvi/ nav_exclude: true +scripts: +- - Visualization + - script.js +- - EO Browser + - eob.js +- - Raw Values + - raw.js examples: - zoom: '15' lat: '-16.60556' diff --git a/planet_scope/max_ndvi/eob.js b/planet_scope/max_ndvi/eob.js new file mode 100644 index 00000000..6de34df4 --- /dev/null +++ b/planet_scope/max_ndvi/eob.js @@ -0,0 +1,84 @@ +//VERSION=3 + +//Basic initialization setup function +function setup() { + return { + //List of all bands, that will be used in the script, either for visualization or for choosing best pixel + input: [{ + bands: [ + "Red", + "NIR", + ] + }], + //This can always be the same if one is doing RGB images + output: [ + { id: "default", bands: 4 }, + { id: "index", bands: 1, sampleType: "FLOAT32" }, + { id: "eobrowserStats", bands: 2, sampleType: "FLOAT32" }, + { id: "dataMask", bands: 1 } + ], + mosaicking: "ORBIT" + } +} + +/* +In this function we limit the scenes, which are used for processing. +These are based also on input variables. +E.g. if one sets date "2017-03-01" ("TO date") and cloud coverage filter 30%, +all scenes older than 2017-03-01 with cloud coverage 30% will be checked against +further conditions in this function (in this function it is currently limited to 3 months). +The more scenes there are, longer it will take to process the data. +After 60 seconds of processing, there will be a timeout. +*/ + +function preProcessScenes(collections) { + collections.scenes.orbits = collections.scenes.orbits.filter(function (orbit) { + var orbitDateFrom = new Date(orbit.dateFrom) + return orbitDateFrom.getTime() >= (collections.to.getTime() - 3 * 31 * 24 * 3600 * 1000); + }) + return collections +} + +function calcNDVI(sample) { + var denom = sample.Red + sample.NIR; + return ((denom != 0) ? (sample.NIR - sample.Red) / denom : NaN); +} +function evaluatePixel(samples) { + var max = Number.NEGATIVE_INFINITY; + for (let i = 0; i < samples.length; i++) { + var ndvi = calcNDVI(samples[i]); + max = ndvi > max ? ndvi : max; + } + let max_exists = 0; + if (isFinite(max)) { + max_exists = 1; + } + let imgVals; + if (max < -1.1) { imgVals = [0, 0, 0]; } + else if (max < - 0.2) { imgVals = [0.75, 0.75, 0.75]; } + else if (max < - 0.1) { imgVals = [0.86, 0.86, 0.86]; } + else if (max < 0) { imgVals = [1, 1, 0.88]; } + else if (max < 0.025) { imgVals = [1, 0.98, 0.8]; } + else if (max < 0.05) { imgVals = [0.93, 0.91, 0.71]; } + else if (max < 0.075) { imgVals = [0.87, 0.85, 0.61]; } + else if (max < 0.1) { imgVals = [0.8, 0.78, 0.51]; } + else if (max < 0.125) { imgVals = [0.74, 0.72, 0.42]; } + else if (max < 0.15) { imgVals = [0.69, 0.76, 0.38]; } + else if (max < 0.175) { imgVals = [0.64, 0.8, 0.35]; } + else if (max < 0.2) { imgVals = [0.57, 0.75, 0.32]; } + else if (max < 0.25) { imgVals = [0.5, 0.7, 0.28]; } + else if (max < 0.3) { imgVals = [0.44, 0.64, 0.25]; } + else if (max < 0.35) { imgVals = [0.38, 0.59, 0.21]; } + else if (max < 0.4) { imgVals = [0.31, 0.54, 0.18]; } + else if (max < 0.45) { imgVals = [0.25, 0.49, 0.14]; } + else if (max < 0.5) { imgVals = [0.19, 0.43, 0.11]; } + else if (max < 0.55) { imgVals = [0.13, 0.38, 0.07]; } + else if (max < 0.6) { imgVals = [0.06, 0.33, 0.04]; } + else { imgVals = [0, 0.27, 0]; } + return { + default: imgVals.concat(max_exists), + index: [max], + eobrowserStats: [max, max_exists], + dataMask: [max_exists] + } +} \ No newline at end of file diff --git a/planet_scope/max_ndvi/raw.js b/planet_scope/max_ndvi/raw.js index 86cfb704..c8132d34 100644 --- a/planet_scope/max_ndvi/raw.js +++ b/planet_scope/max_ndvi/raw.js @@ -3,15 +3,15 @@ //Basic initialization setup function function setup() { return { - //List of all bands, that will be used in the script, either for visualization or for choosing best pixel + //List of all bands, that will be used in the script, either for visualization or for choosing best pixel input: [{ bands: [ - "Red", - "NIR" + "Red", + "NIR" ] }], - //This can always be the same if one is doing RGB images - output: { bands: 3 }, + //This can always be the same if one is doing RGB images + output: { bands: 1 }, mosaicking: "ORBIT" } } @@ -26,23 +26,23 @@ The more scenes there are, longer it will take to process the data. After 60 seconds of processing, there will be a timeout. */ -function preProcessScenes (collections) { - collections.scenes.orbits = collections.scenes.orbits.filter(function (orbit) { - var orbitDateFrom = new Date(orbit.dateFrom) - return orbitDateFrom.getTime() >= (collections.to.getTime()-3*31*24*3600*1000); - }) - return collections +function preProcessScenes(collections) { + collections.scenes.orbits = collections.scenes.orbits.filter(function (orbit) { + var orbitDateFrom = new Date(orbit.dateFrom) + return orbitDateFrom.getTime() >= (collections.to.getTime() - 3 * 31 * 24 * 3600 * 1000); + }) + return collections } function calcNDVI(sample) { var denom = sample.Red + sample.NIR; return ((denom != 0) ? (sample.NIR - sample.Red) / denom : NaN); } -function evaluatePixel(samples) { - var max = 0; - for (var i= 0; i max ? ndvi:max; - return [max]; +function evaluatePixel(samples) { + var max = Number.NEGATIVE_INFINITY; + for (let i = 0; i < samples.length; i++) { + var ndvi = calcNDVI(samples[i]); + max = ndvi > max ? ndvi : max; } + return [max]; } \ No newline at end of file diff --git a/planet_scope/max_ndvi/script.js b/planet_scope/max_ndvi/script.js index 2407af12..77513ac9 100644 --- a/planet_scope/max_ndvi/script.js +++ b/planet_scope/max_ndvi/script.js @@ -3,15 +3,15 @@ //Basic initialization setup function function setup() { return { - //List of all bands, that will be used in the script, either for visualization or for choosing best pixel + //List of all bands, that will be used in the script, either for visualization or for choosing best pixel input: [{ bands: [ - "Red", - "NIR" + "Red", + "NIR" ] }], - //This can always be the same if one is doing RGB images - output: { bands: 3 }, + //This can always be the same if one is doing RGB images + output: { bands: 4 }, mosaicking: "ORBIT" } } @@ -26,44 +26,47 @@ The more scenes there are, longer it will take to process the data. After 60 seconds of processing, there will be a timeout. */ -function preProcessScenes (collections) { - collections.scenes.orbits = collections.scenes.orbits.filter(function (orbit) { - var orbitDateFrom = new Date(orbit.dateFrom) - return orbitDateFrom.getTime() >= (collections.to.getTime()-3*31*24*3600*1000); - }) - return collections +function preProcessScenes(collections) { + collections.scenes.orbits = collections.scenes.orbits.filter(function (orbit) { + var orbitDateFrom = new Date(orbit.dateFrom) + return orbitDateFrom.getTime() >= (collections.to.getTime() - 3 * 31 * 24 * 3600 * 1000); + }) + return collections } function calcNDVI(sample) { var denom = sample.Red + sample.NIR; return ((denom != 0) ? (sample.NIR - sample.Red) / denom : NaN); } -function evaluatePixel(samples) { - var max = 0; - for (var i= 0; i max ? ndvi:max; +function evaluatePixel(samples) { + var max = Number.NEGATIVE_INFINITY; + for (let i = 0; i < samples.length; i++) { + var ndvi = calcNDVI(samples[i]); + max = ndvi > max ? ndvi : max; } -if (max < -1.1) return [0,0,0]; -else if (max <- 0.2) return [0.75,0.75,0.75]; -else if (max <- 0.1) return [0.86,0.86,0.86]; -else if (max < 0) return [1,1,0.88]; -else if (max < 0.025) return [1,0.98,0.8]; -else if (max < 0.05) return [0.93,0.91,0.71]; -else if (max < 0.075) return [0.87,0.85,0.61]; -else if (max < 0.1) return [0.8,0.78,0.51]; -else if (max < 0.125) return [0.74,0.72,0.42]; -else if (max < 0.15) return [0.69,0.76,0.38]; -else if (max < 0.175) return [0.64,0.8,0.35]; -else if (max < 0.2) return [0.57,0.75,0.32]; -else if (max < 0.25) return [0.5,0.7,0.28]; -else if (max < 0.3) return [0.44,0.64,0.25]; -else if (max < 0.35) return [0.38,0.59,0.21]; -else if (max < 0.4) return [0.31,0.54,0.18]; -else if (max < 0.45) return [0.25,0.49,0.14]; -else if (max < 0.5) return [0.19,0.43,0.11]; -else if (max < 0.55) return [0.13,0.38,0.07]; -else if (max < 0.6) return [0.06,0.33,0.04]; -else return [0,0.27,0]; - + let max_exists = 0; + if (isFinite(max)) { + max_exists = 1; + } + if (max < -1.1) { return [0, 0, 0, max_exists]; } + else if (max < - 0.2) { return [0.75, 0.75, 0.75, max_exists]; } + else if (max < - 0.1) { return [0.86, 0.86, 0.86, max_exists]; } + else if (max < 0) { return [1, 1, 0.88, max_exists]; } + else if (max < 0.025) { return [1, 0.98, 0.8, max_exists]; } + else if (max < 0.05) { return [0.93, 0.91, 0.71, max_exists]; } + else if (max < 0.075) { return [0.87, 0.85, 0.61, max_exists]; } + else if (max < 0.1) { return [0.8, 0.78, 0.51, max_exists]; } + else if (max < 0.125) { return [0.74, 0.72, 0.42, max_exists]; } + else if (max < 0.15) { return [0.69, 0.76, 0.38, max_exists]; } + else if (max < 0.175) { return [0.64, 0.8, 0.35, max_exists]; } + else if (max < 0.2) { return [0.57, 0.75, 0.32, max_exists]; } + else if (max < 0.25) { return [0.5, 0.7, 0.28, max_exists]; } + else if (max < 0.3) { return [0.44, 0.64, 0.25, max_exists]; } + else if (max < 0.35) { return [0.38, 0.59, 0.21, max_exists]; } + else if (max < 0.4) { return [0.31, 0.54, 0.18, max_exists]; } + else if (max < 0.45) { return [0.25, 0.49, 0.14, max_exists]; } + else if (max < 0.5) { return [0.19, 0.43, 0.11, max_exists]; } + else if (max < 0.55) { return [0.13, 0.38, 0.07, max_exists]; } + else if (max < 0.6) { return [0.06, 0.33, 0.04, max_exists]; } + else { return [0, 0.27, 0, max_exists]; } } \ No newline at end of file diff --git a/planet_scope/ndvi_difference/eob.js b/planet_scope/ndvi_difference/eob.js index 5d547acd..0d3a7299 100644 --- a/planet_scope/ndvi_difference/eob.js +++ b/planet_scope/ndvi_difference/eob.js @@ -10,7 +10,7 @@ function setup() { output: [ { id: "default", bands: 4 }, { id: "index", bands: 1, sampleType: "FLOAT32" }, - { id: "eobrowserStats", bands: 1, sampleType: "FLOAT32" }, + { id: "eobrowserStats", bands: 2, sampleType: "FLOAT32" }, { id: "dataMask", bands: 1 } ], mosaicking: Mosaicking.ORBIT @@ -37,12 +37,10 @@ function evaluatePixel(samples) { ] const visualizer = new ColorRampVisualizer(ramps); let imgVals = visualizer.process(diff); - imgVals.push(dataMask) - return { - default: imgVals, + default: imgVals.concat(dataMask), index: [diff], - eobrowserStats: [diff], + eobrowserStats: [diff, dataMask], dataMask: [dataMask] }; } diff --git a/planet_scope/ndvi_difference/raw.js b/planet_scope/ndvi_difference/raw.js index cdac9ad5..4069553a 100644 --- a/planet_scope/ndvi_difference/raw.js +++ b/planet_scope/ndvi_difference/raw.js @@ -2,51 +2,51 @@ // Script to extract NDVI difference between the latest acquisition and the acquisition 10-day prior to the latest within a specified time range // Returns raw (Float32) values function setup() { - return { - input: [{ - bands: ["Red", "NIR", "dataMask"], - units: "DN" - }], - output: { - bands: 1, - sampleType: SampleType.FLOAT32 - }, - mosaicking: Mosaicking.ORBIT - } - - } - - function evaluatePixel(samples) { - // ndvi difference - let latest = samples[0]; - let prior = samples[1]; - let combinedMask = latest.dataMask * prior.dataMask; - const diff = combinedMask === 1 ? index(latest.NIR, latest.Red) - index(prior.NIR, prior.Red) : NaN; - return [diff]; + return { + input: [{ + bands: ["Red", "NIR", "dataMask"], + units: "DN" + }], + output: { + bands: 1, + sampleType: SampleType.FLOAT32 + }, + mosaicking: Mosaicking.ORBIT } - function preProcessScenes (collections) { - // sort from most recent to least recent - collections.scenes.orbits = collections.scenes.orbits.sort( - (s1, s2) => new Date(s2.dateFrom) - new Date(s1.dateFrom) - ); - - let scenes = collections.scenes.orbits; - let latest; - let closest; - latest = closest = scenes[0]; +} + +function evaluatePixel(samples) { + // ndvi difference + let latest = samples[0]; + let prior = samples[1]; + let combinedMask = latest.dataMask * prior.dataMask; + const diff = combinedMask === 1 ? index(latest.NIR, latest.Red) - index(prior.NIR, prior.Red) : NaN; + return [diff]; +} - // timestamp of 10-day prior to latest acquisition - let target = new Date(new Date(latest.dateFrom).getTime() - 10*24*3600*1000); +function preProcessScenes(collections) { + // sort from most recent to least recent + collections.scenes.orbits = collections.scenes.orbits.sort( + (s1, s2) => new Date(s2.dateFrom) - new Date(s1.dateFrom) + ); - // find closet timestamp to the target - let diff = Number.POSITIVE_INFINITY; - for (let i = 1; i < scenes.length; i++) { - current = new Date(scenes[i].dateFrom); - if (Math.abs(current - target) >= diff) {break;} - diff = Math.abs(current - target); - closest = scenes[i]; - } - collections.scenes.orbits = [latest, closest]; - return collections + let scenes = collections.scenes.orbits; + let latest; + let closest; + latest = closest = scenes[0]; + + // timestamp of 10-day prior to latest acquisition + let target = new Date(new Date(latest.dateFrom).getTime() - 10 * 24 * 3600 * 1000); + + // find closet timestamp to the target + let diff = Number.POSITIVE_INFINITY; + for (let i = 1; i < scenes.length; i++) { + current = new Date(scenes[i].dateFrom); + if (Math.abs(current - target) >= diff) { break; } + diff = Math.abs(current - target); + closest = scenes[i]; + } + collections.scenes.orbits = [latest, closest]; + return collections } diff --git a/planet_scope/ndvi_difference/script.js b/planet_scope/ndvi_difference/script.js index 5c1f0d5f..a99911cc 100644 --- a/planet_scope/ndvi_difference/script.js +++ b/planet_scope/ndvi_difference/script.js @@ -32,9 +32,7 @@ function evaluatePixel(samples) { ] const visualizer = new ColorRampVisualizer(ramps); let imgVals = visualizer.process(diff); - imgVals.push(dataMask) - - return imgVals + return imgVals.concat(dataMask) } function preProcessScenes(collections) {

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