From 50a35fef71eeb2c1c65474d921fdd5e5905b21fe Mon Sep 17 00:00:00 2001 From: Jonas <53001455+jonasViehweger@users.noreply.github.com> Date: Mon, 8 Jan 2024 14:54:15 +0100 Subject: [PATCH] Feat/swc anomaly (#297) * Initial adding of anomaly script * Added text and pictures to readme * Added usage explanations * Corrections * Adressed comments * Added info about unit * Changed nodata to NaN * Replaced map and filter with single for loop --- .../soil-water-content/index.md | 5 +- .../fig/anomaly.png | Bin 0 -> 36524 bytes .../fig/single_date.png | Bin 0 -> 29754 bytes .../soil-water-content-anomaly/fig/swc.png | Bin 0 -> 43774 bytes .../fig/timespan.png | Bin 0 -> 38636 bytes .../fig/true_color.png | Bin 0 -> 1707549 bytes .../soil-water-content-anomaly/index.md | 54 +++++ .../soil-water-content-anomaly/raw.js | 99 +++++++++ .../soil-water-content-anomaly/script.js | 129 ++++++++++++ .../vegetation_condition_index/script.js | 191 +++++++++--------- 10 files changed, 381 insertions(+), 97 deletions(-) create mode 100644 planetary-variables/soil-water-content/soil-water-content-anomaly/fig/anomaly.png create mode 100644 planetary-variables/soil-water-content/soil-water-content-anomaly/fig/single_date.png create mode 100644 planetary-variables/soil-water-content/soil-water-content-anomaly/fig/swc.png create mode 100644 planetary-variables/soil-water-content/soil-water-content-anomaly/fig/timespan.png create mode 100644 planetary-variables/soil-water-content/soil-water-content-anomaly/fig/true_color.png create mode 100644 planetary-variables/soil-water-content/soil-water-content-anomaly/index.md create mode 100644 planetary-variables/soil-water-content/soil-water-content-anomaly/raw.js create mode 100644 planetary-variables/soil-water-content/soil-water-content-anomaly/script.js diff --git a/planetary-variables/soil-water-content/index.md b/planetary-variables/soil-water-content/index.md index 4fa2e41d..41b84178 100644 --- a/planetary-variables/soil-water-content/index.md +++ b/planetary-variables/soil-water-content/index.md @@ -9,6 +9,7 @@ parent: Planetary Variables Soil Water Content (SWC) measures the amount of water in a unit volume of soil, which is crucial information for drought monitoring, water management, and climate risk assessment. -Planet's SWC product provides near-daily measurements at spatial resolutions of 100 m and 1000 m. It is unhindered by clouds and has a long and consistent data record of more than 20 years. Please check [here](https://docs.sentinel-hub.com/api/latest/data/planetary-variables/soil-water-content/#available-bands) for a list of available bands. +Planet's SWC product provides near-daily measurements at spatial resolutions of 100 m and 1000 m. It is unhindered by clouds and has a long and consistent data record of more than 20 years. Please check [here](https://docs.sentinel-hub.com/api/latest/data/planetary-variables/soil-water-content/#available-bands) for a list of available bands. Soil Water Content is measured in $$m^3/m^3$$. -- [Soil Water Content Visualization]({% link planetary-variables/soil-water-content/soil-water-content-visualization/index.md %}) +- [Soil Water Content Visualization]({% link planetary-variables/soil-water-content/soil-water-content-visualization/index.md %}) +- [Soil Water Content Anomaly]({% link planetary-variables/soil-water-content/soil-water-content-anomaly/index.md %}) diff --git a/planetary-variables/soil-water-content/soil-water-content-anomaly/fig/anomaly.png b/planetary-variables/soil-water-content/soil-water-content-anomaly/fig/anomaly.png new file mode 100644 index 0000000000000000000000000000000000000000..7bd6db8e1b52a04299d26edff2069013f80ea60f GIT binary patch literal 36524 zcmeHw30PBS+P01hbphH^#fmJ}Dy0h4T0z#7+R8XCbZUhn0xnUsKv3BUkQS>AAdGy&OGd#Ie$~WvJgI5WIum!&K#pT+dp>rJj8>? za(j>?aepGd*(|WHN$p*s$9!_;?dn}u_rHC7+1e|btq*lRUcLF;szt9@&9Qns|D)9( zzk2AworT~1{7$LS-o1{cpM3k)=KFikQ}+MV{PFSnj8c=Rh0Mcv5l;~5#G-Q_d}H^J 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Date(Date.UTC(date.getUTCFullYear(), 0, 1)); +} + +function sortDatesDescending(d1, d2) { + const date1 = new Date(d1.dateFrom); + const date2 = new Date(d2.dateFrom); + return date2 - date1; +} + +function preProcessScenes(collections) { + // sort + let scenes = collections.scenes.orbits; + scenes = scenes.sort(sortDatesDescending); + let newScenes = []; + // convert first scene to day of year + const observed = new Date(scenes[0].dateFrom); + const obsMs = datetimeToYearEpoch(observed); + for (let i = 0; i < scenes.length; i++) { + let currentDate = new Date(scenes[i].dateFrom); + let sceneMs = datetimeToYearEpoch(currentDate); + let dt = relDiff(obsMs, sceneMs); + if (dt <= toleranceMs) { + newScenes.push(scenes[i]); + } + } + + metadata = { + observed: observed.toISOString(), + historical: newScenes.slice(1).map((scene) => scene.dateFrom), + }; + + collections.scenes.orbits = newScenes; + return collections; +} + +function updateOutputMetadata(scenes, inputMetadata, outputMetadata) { + outputMetadata.userData = metadata; +} + +function sum(array) { + let sum = 0; + for (let i = array.length; i--; ) { + sum += array[i]; + } + return sum; +} + +function mean(array) { + return sum(array) / array.length; +} + +function std(array, mean) { + let sum = 0; + for (let i = 0; i < array.length; i++) { + sum += Math.pow(array[i] - mean, 2); + } + return Math.sqrt(sum / array.length); +} + +function evaluatePixel(samples) { + const values = []; + for (let i = samples.length; i--; ) { + if (samples[i].dataMask) { + values.push(samples[i][band]); + } + } + if (values.length === 0) return [NODATA]; + const valsMean = mean(values); + const valsStd = std(values, valsMean); + const anomaly = samples[0][band] - valsMean; + return [anomaly / valsStd]; +} diff --git a/planetary-variables/soil-water-content/soil-water-content-anomaly/script.js b/planetary-variables/soil-water-content/soil-water-content-anomaly/script.js new file mode 100644 index 00000000..75e803b9 --- /dev/null +++ b/planetary-variables/soil-water-content/soil-water-content-anomaly/script.js @@ -0,0 +1,129 @@ +// Visualization +const vmin = -2; +const vmax = 2; +// tolerance in either direction, so i.e. +- 1 days +const toleranceDays = 1; + +const band = "SWC"; +const NODATA = NaN; + +function setup() { + return { + input: [band, "dataMask"], + output: { bands: 4 }, + mosaicking: "ORBIT", + }; +} + +const msInDay = 24 * 60 * 60 * 1000; +const msInYear = 365.25 * msInDay; +const msInHalfYear = msInYear / 2; +const toleranceMs = toleranceDays * msInDay; + +function updateColormap(vmin, vmax) { + const numIntervals = cmap.length; + const intervalLength = (vmax - vmin) / (numIntervals - 1); + for (let i = 0; i < numIntervals; i++) { + cmap[i][0] = vmin + intervalLength * i; + } +} + +const cmap = [ + [-3, 0x67001f], + [-2, 0xb2182b], + [-1, 0xd6604d], + [-0.5, 0xf4a582], + [-0.25, 0xfddbc7], + [0, 0xf7f7f7], + [0.25, 0xd1e5f0], + [0.5, 0x92c5de], + [1, 0x4393c3], + [2, 0x2166ac], + [3, 0x053061], +]; + +updateColormap(vmin, vmax); +const visualizer = new ColorRampVisualizer(cmap); + +var metadata = undefined; + +function relDiff(a, b) { + const diff = Math.abs(a - b); + return diff > msInHalfYear ? msInYear - diff : diff; +} + +function datetimeToYearEpoch(date) { + return date - new Date(Date.UTC(date.getUTCFullYear(), 0, 1)); +} + +function sortDatesDescending(d1, d2) { + const date1 = new Date(d1.dateFrom); + const date2 = new Date(d2.dateFrom); + return date2 - date1; +} + +function preProcessScenes(collections) { + // sort + let scenes = collections.scenes.orbits; + scenes = scenes.sort(sortDatesDescending); + let newScenes = []; + // convert first scene to day of year + const observed = new Date(scenes[0].dateFrom); + const obsMs = datetimeToYearEpoch(observed); + for (let i = 0; i < scenes.length; i++) { + let currentDate = new Date(scenes[i].dateFrom); + let sceneMs = datetimeToYearEpoch(currentDate); + let dt = relDiff(obsMs, sceneMs); + if (dt <= toleranceMs) { + newScenes.push(scenes[i]); + } + } + + metadata = { + observed: observed.toISOString(), + historical: newScenes.slice(1).map((scene) => scene.dateFrom), + }; + + collections.scenes.orbits = newScenes; + return collections; +} + +function updateOutputMetadata(scenes, inputMetadata, outputMetadata) { + outputMetadata.userData = metadata; +} + +function sum(array) { + let sum = 0; + for (let i = array.length; i--; ) { + sum += array[i]; + } + return sum; +} + +function mean(array) { + return sum(array) / array.length; +} + +function std(array, mean) { + let sum = 0; + for (let i = 0; i < array.length; i++) { + sum += Math.pow(array[i] - mean, 2); + } + return Math.sqrt(sum / array.length); +} + +function evaluatePixel(samples) { + const values = []; + for (let i = samples.length; i--; ) { + if (samples[i].dataMask) { + values.push(samples[i][band]); + } + } + if (values.length === 0) return [0, 0, 0, 0]; + const valsMean = mean(values); + const valsStd = std(values, valsMean); + const anomaly = samples[0][band] - valsMean; + const val = anomaly / valsStd; + let imgVals = visualizer.process(val); + return [...imgVals, samples[0].dataMask]; +} diff --git a/sentinel-2/vegetation_condition_index/script.js b/sentinel-2/vegetation_condition_index/script.js index a27c65a1..c35b9d01 100755 --- a/sentinel-2/vegetation_condition_index/script.js +++ b/sentinel-2/vegetation_condition_index/script.js @@ -1,104 +1,105 @@ //VERSION=3 function setup() { - return { - input: ["B04", "B08", "CLM", "dataMask"], - output: { bands: 1 }, - mosaicking: "ORBIT" - }; -} - -const NODATA = -32768; - -// tolerance in either direction, so i.e. +- 5 days -const toleranceDays = 5; -const msInDay = 24 * 60 * 60 * 1000; -const msInYear = 365.25 * msInDay; -const msInHalfYear = msInYear / 2 -const toleranceMs = toleranceDays * msInDay; - -var metadata = undefined; - -function relDiff(a, b) { - const diff = Math.abs(a - b); - return diff > msInHalfYear ? msInYear - diff : diff; -} - -function datetimeToYearEpoch(date) { - return date - new Date(Date.UTC(date.getUTCFullYear(), 0, 1)) -} - -function sortDatesDescending(d1, d2) { - const date1 = new Date(d1.dateFrom); - const date2 = new Date(d2.dateFrom); - return date2 - date1 -} - -function preProcessScenes(collections) { - // sort - let scenes = collections.scenes.orbits; - scenes = scenes.sort(sortDatesDescending); - let newScenes = []; - // convert first scene to day of year - const observed = new Date(scenes[0].dateFrom); - const obsMs = datetimeToYearEpoch(observed) - for (let i = 0; i < scenes.length; i++) { - let currentDate = new Date(scenes[i].dateFrom); - let sceneMs = datetimeToYearEpoch(currentDate) - let dt = relDiff(obsMs, sceneMs) - if (dt <= toleranceMs) { - newScenes.push(scenes[i]); + return { + input: ["B04", "B08", "CLM", "dataMask"], + output: { bands: 1 }, + mosaicking: "ORBIT" + }; + } + + const NODATA = -32768; + + // tolerance in either direction, so i.e. +- 5 days + const toleranceDays = 5; + const msInDay = 24 * 60 * 60 * 1000; + const msInYear = 365.25 * msInDay; + const msInHalfYear = msInYear / 2 + const toleranceMs = toleranceDays * msInDay; + + var metadata = undefined; + + function relDiff(a, b) { + const diff = Math.abs(a - b); + return diff > msInHalfYear ? msInYear - diff : diff; + } + + function datetimeToYearEpoch(date) { + return date - new Date(Date.UTC(date.getUTCFullYear(), 0, 1)) + } + + function sortDatesDescending(d1, d2) { + const date1 = new Date(d1.dateFrom); + const date2 = new Date(d2.dateFrom); + return date2 - date1 + } + + function preProcessScenes(collections) { + // sort + let scenes = collections.scenes.orbits; + scenes = scenes.sort(sortDatesDescending); + let newScenes = []; + // convert first scene to day of year + const observed = new Date(scenes[0].dateFrom); + const obsMs = datetimeToYearEpoch(observed) + for (let i = 0; i < scenes.length; i++) { + let currentDate = new Date(scenes[i].dateFrom); + let sceneMs = datetimeToYearEpoch(currentDate) + let dt = relDiff(obsMs, sceneMs) + if (dt <= toleranceMs) { + newScenes.push(scenes[i]); + } } + + metadata = { + observed: observed.toISOString(), + historical: newScenes.slice(1).map(scene => scene.dateFrom) + } + + collections.scenes.orbits = newScenes; + return collections; + } + + + function updateOutputMetadata(scenes, inputMetadata, outputMetadata) { + outputMetadata.userData = metadata; } - - metadata = { - observed: observed.toISOString(), - historical: newScenes.slice(1).map(scene => scene.dateFrom) + + function calcNDVI(sample) { + return index(sample.B08, sample.B04); } - - collections.scenes.orbits = newScenes; - return collections; -} - - -function updateOutputMetadata(scenes, inputMetadata, outputMetadata) { - outputMetadata.userData = metadata; -} - -function calcNDVI(sample) { - return index(sample.B08, sample.B04); -} - -function calcMaxMin(samples) { - let ndvi = calcNDVI(samples[0]) - let max = ndvi; - let min = ndvi; - for (let i = 1; i < samples.length; ++i) { - ndvi = calcNDVI(samples[i]) - if (ndvi > max) { - max = ndvi; - } else if (ndvi < min) { - min = ndvi; + + function calcMaxMin(samples) { + let ndvi = calcNDVI(samples[0]) + let max = ndvi; + let min = ndvi; + for (let i = 1; i < samples.length; ++i) { + ndvi = calcNDVI(samples[i]) + if (ndvi > max) { + max = ndvi; + } else if (ndvi < min) { + min = ndvi; + } } + return [max, min] } - return [max, min] -} - -function isClear(sample) { - return sample.CLM == 0 && sample.dataMask == 1; -} - -function evaluatePixel(samples) { - // if the first value isn't clear, stop - if (!isClear(samples[0])) { - return [NODATA] + + function isClear(sample) { + return sample.CLM == 0 && sample.dataMask == 1; } - const clearTs = samples.filter(isClear) - const observed = index(clearTs[0].B08, clearTs[0].B04); - let max = NODATA, min = NODATA, vci = NODATA; - if (clearTs.length > 0) { - [max, min] = calcMaxMin(clearTs); - vci = (observed - min) / (max - min) + + function evaluatePixel(samples) { + // if the first value isn't clear, stop + if (!isClear(samples[0])) { + return [NODATA] + } + const clearTs = samples.filter(isClear) + const observed = index(clearTs[0].B08, clearTs[0].B04); + let max = NODATA, min = NODATA, vci = NODATA; + if (clearTs.length > 0) { + [max, min] = calcMaxMin(clearTs); + vci = (observed - min) / (max - min) + } + + return [vci]; } - - return [vci]; -} + \ No newline at end of file