From 921b4a73e8845030b219f4242ae994060bdc8c56 Mon Sep 17 00:00:00 2001 From: wray Date: Wed, 19 Jun 2024 14:54:31 +0200 Subject: [PATCH 1/3] new script to add --- data-fusion/data-fusion.md | 1 + .../s1_flooding_visualisation/README.md | 25 +++++++++++++ .../s1_flooding_visualisation/fig/fig1.jpg | Bin 0 -> 1182206 bytes .../s1_flooding_visualisation/script.js | 33 ++++++++++++++++++ 4 files changed, 59 insertions(+) create mode 100644 data-fusion/s1_flooding_visualisation/README.md create mode 100644 data-fusion/s1_flooding_visualisation/fig/fig1.jpg create mode 100644 data-fusion/s1_flooding_visualisation/script.js diff --git a/data-fusion/data-fusion.md b/data-fusion/data-fusion.md index a8e08ae5..09c996c0 100644 --- a/data-fusion/data-fusion.md +++ b/data-fusion/data-fusion.md @@ -23,3 +23,4 @@ The combination of multiple remote sensing data sources can provide invaluable i - [Sand-Oriented Land Cover Classification with Sentinel-1 and Sentinel-2](/data-fusion/sand-oriented_land_cover_classification_s1_s2) - [Thermal visualization and water in wetlands with Landsat 8 L1 & L2](/data-fusion/thermal_visualization_and_water_in_wetlands) - [Land Surface Temperature with S3 SLSTR and OLCI](/sentinel-3/land_surface_temperature) + - [Visualising floods using Sentinel-1 overlaid on Sentinel-2 imagery](/data-fusion/s1_flooding_visualisation/) diff --git a/data-fusion/s1_flooding_visualisation/README.md b/data-fusion/s1_flooding_visualisation/README.md new file mode 100644 index 00000000..115ad96e --- /dev/null +++ b/data-fusion/s1_flooding_visualisation/README.md @@ -0,0 +1,25 @@ +--- +title: Visualising floods using Sentinel-1 overlaid on Sentinel-2 imagery +parent: Data Fusion +layout: script +permalink: /data-fusion/s1_flooding_visualisation/ +nav_exclude: true +--- + + +## Authors + +**Author of the datafusion script:** +- William Ray & Maxim Lamare + +## Evaluate and visualize + - [EO Browser](https://sentinelshare.page.link/gi8N) + +## General description of the script + +This script can be used to visualise flood events using Sentinel-1 GRD imagery. This is especially useful for areas of interest that are affected by cloud cover (common during flood events caused by excessive rainfall). The script uses a threshold of -15 decibels to classify flooded pixels. This value can be adjusted to suit your area of interest. In addition, to help the viewer orientate themselves, a clear Sentinel-2 image is used as the basemap for this visualisation so that it can be easily interpreted where the flood extent reaches for those unfamiliar with interpreting SAR images. + +## Description of representative images + +**Flooding in the UK 28th January 2021** +![flooding](fig/fig1.jpg) diff --git a/data-fusion/s1_flooding_visualisation/fig/fig1.jpg b/data-fusion/s1_flooding_visualisation/fig/fig1.jpg new file mode 100644 index 0000000000000000000000000000000000000000..a3175bc59e3f9cf87aec2e85b7d6f4eb00b6ebfc GIT binary patch literal 1182206 zcmbTdWmFtp6eZeC;|@WCJHg$Z;6W2y0|a+>m*CL2li&&N?(WcdU3;hUK?v)23d z-aEajx>rfp-B;@FbI!j17XNJkFy*D?qya!6004ad0RBM%k^m6QfA-%V^lq^5u>Tn% zJUkpc5+X7(5+V{3GAaftG735h5)v8~8af6hCKe_#D)t9#%n$FsG5`A$;D2|5U=iPM z#6&?tc|ZF9(f)M-un=M45F|lBEC37^5QGK%*9RbbFDD%Ee;VL_8xRHr3kQ#Yh=h#t zenCAZ0OtMKFt8vvI9S;Ct9{?k17NY>uqoKZ;XkN;N1$}X;RsClg-9h)-Hod@eL>A> 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0 HcmV?d00001 diff --git a/data-fusion/s1_flooding_visualisation/script.js b/data-fusion/s1_flooding_visualisation/script.js new file mode 100644 index 00000000..ff698347 --- /dev/null +++ b/data-fusion/s1_flooding_visualisation/script.js @@ -0,0 +1,33 @@ +//VERSION=3 +function setup() { + return { + input: [{ + datasource: "S2L2A", + bands: ["B08", "B03", "B04", "CLM", "CLP"] + }, + { + datasource: "S1GRD", + bands: ["VV", "VH", "dataMask"] + } + ], + output: { bands: 4 }, + mosaicking: "ORBIT" + }; +} + +function toDB(input){ + return 10 * Math.log(input)/Math.LN10; +} + +function evaluatePixel(sample) { + var S1 = sample.S1GRD[0]; + var S2 = sample.S2L2A; + if (toDB(S1.VV) <= -15){ + //console.log(S1[0].VV*25) + return [S1.VV * 10, S1.VV * 10 , S1.VV * 50, 1]; + //return [1,0,0,1] + } else { + const f = 2.5; + return [f*S2[0].B08,f*S2[0].B08, f*S2[0].B08,1] + } +} \ No newline at end of file From ad51d4fbf3c851001e55e97314045b4572337032 Mon Sep 17 00:00:00 2001 From: wray Date: Thu, 20 Jun 2024 09:58:00 +0200 Subject: [PATCH 2/3] script updated --- data-fusion/s1_flooding_visualisation/script.js | 8 +++----- 1 file changed, 3 insertions(+), 5 deletions(-) diff --git a/data-fusion/s1_flooding_visualisation/script.js b/data-fusion/s1_flooding_visualisation/script.js index ff698347..94fa1133 100644 --- a/data-fusion/s1_flooding_visualisation/script.js +++ b/data-fusion/s1_flooding_visualisation/script.js @@ -11,7 +11,7 @@ function setup() { } ], output: { bands: 4 }, - mosaicking: "ORBIT" + mosaicking: "SIMPLE" }; } @@ -21,13 +21,11 @@ function toDB(input){ function evaluatePixel(sample) { var S1 = sample.S1GRD[0]; - var S2 = sample.S2L2A; + var S2 = sample.S2L2A[0]; if (toDB(S1.VV) <= -15){ - //console.log(S1[0].VV*25) return [S1.VV * 10, S1.VV * 10 , S1.VV * 50, 1]; - //return [1,0,0,1] } else { const f = 2.5; - return [f*S2[0].B08,f*S2[0].B08, f*S2[0].B08,1] + return [f*S2.B08,f*S2.B08, f*S2.B08,1] } } \ No newline at end of file From e1a57997741ae61c058bb27f30b480b73d9d987c Mon Sep 17 00:00:00 2001 From: wray Date: Thu, 20 Jun 2024 10:13:48 +0200 Subject: [PATCH 3/3] link updated --- data-fusion/s1_flooding_visualisation/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/data-fusion/s1_flooding_visualisation/README.md b/data-fusion/s1_flooding_visualisation/README.md index 115ad96e..fd26e45f 100644 --- a/data-fusion/s1_flooding_visualisation/README.md +++ b/data-fusion/s1_flooding_visualisation/README.md @@ -13,7 +13,7 @@ nav_exclude: true - William Ray & Maxim Lamare ## Evaluate and visualize - - [EO Browser](https://sentinelshare.page.link/gi8N) + - [EO Browser](https://sentinelshare.page.link/i2yk) ## General description of the script

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