Flood Area Extraction using Sentinel-1A in Google Earth Engine: A Powerful Tool for Flood Mapping

  Рет қаралды 14,909

Geomatics Engineering

Geomatics Engineering

Жыл бұрын

In this video, we explore the powerful capabilities of Google Earth Engine in combination with Sentinel-1A satellite data for flood area extraction. By leveraging the synthetic aperture radar (SAR) imagery from Sentinel-1A, we demonstrate how to accurately identify and map flood-affected regions.
With step-by-step instructions and real-world examples, you'll learn how to harness the potential of Google Earth Engine's advanced geospatial analysis tools to detect and extract flood areas. From pre-processing SAR data to implementing classification algorithms, this tutorial provides valuable insights into the entire workflow.
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Flood mapping
Sentinel-1A satellite data
Google Earth Engine
Synthetic aperture radar (SAR)
Geospatial analysis
Flood detection
Remote sensing
Earth observation
Geospatial technology,Flood area extraction, Flood mapping, Sentinel-1A satellite data, Google Earth Engine, Synthetic aperture radar (SAR), Geospatial analysis, Flood detection, Remote sensing, Earth observation, Geospatial technology, Environmental monitoring, Natural disasters, Remote sensing applications, Earth observation data, Geospatial data analysis, Satellite imagery, SAR data processing, Flood management, Disaster response, Climate change impact, Geospatial technology tutorial, Google Earth Engine tutorial, Remote sensing techniques, Flood risk assessment, GIS analysis, Spatial data processing, Data visualization, Geospatial data management, Disaster preparedness, Flood emergency planning

Пікірлер: 56
@user-fs7rf3xt9s
@user-fs7rf3xt9s 3 күн бұрын
Wow! Easy to follow. Thank you for sharing
@k4123
@k4123 6 ай бұрын
After learning from these videos, familiarity with using GEE is improving, thanks a LOT
@ranjan3802
@ranjan3802 Жыл бұрын
As usual, It was so smooth and easy, Thanks a lot mam. 🙏
@sukanta_gis
@sukanta_gis Жыл бұрын
Nice video keep it didi, best of luck for you, i will share this videos into several groups,
@ngoanhtufns6956
@ngoanhtufns6956 3 ай бұрын
Cool! Thanks for your video.
@hidayatulil7893
@hidayatulil7893 Жыл бұрын
thank you very much, it's really helpful and easy to understand
@theleaf2215
@theleaf2215 4 ай бұрын
Very nicely done. Thank you
@eilifkurniadedadjamres2397
@eilifkurniadedadjamres2397 2 ай бұрын
thank you very much. your video is easy to follow
@jaydipdey4615
@jaydipdey4615 Жыл бұрын
Di, you are doing a fantastic job! Thank you
@geomatics_engineering_sheelu
@geomatics_engineering_sheelu Жыл бұрын
Thanks a lot 😊
@user-oq1bj5rv6i
@user-oq1bj5rv6i 23 күн бұрын
thank you so much
@mtkavak
@mtkavak 6 ай бұрын
Thank you very much
@ashokthakur5765
@ashokthakur5765 Жыл бұрын
You are amazing thankyou som much keep it up ma'am..🙏
@geomatics_engineering_sheelu
@geomatics_engineering_sheelu Жыл бұрын
Most welcome 😊
@Bkosky
@Bkosky 6 ай бұрын
What would you say the best way to test the accuracy of this flood map without having ground truth data. Comparing it to optical imagery?
@afshinj4836
@afshinj4836 Жыл бұрын
Thank you very much. How can I access the GEE code for this tutorial?
@The_Abhi_abhishek
@The_Abhi_abhishek 3 ай бұрын
VH should be used for floods?
@madhumitha501
@madhumitha501 6 ай бұрын
it will be helpfull maam if you share how to download shapefile for indian districts
@abhinandanmaity9674
@abhinandanmaity9674 Жыл бұрын
Ma'am Please Make video on Crop Classification Map.
@koushikbanerjee4783
@koushikbanerjee4783 4 ай бұрын
Mam, I did the same for the whole of Bihar, however, when I am trying to export the final flood layer it is showing that the request payload size exceeds the limit,,, how to solve the issue mam.
@anaclgarcez
@anaclgarcez 6 ай бұрын
Hi I am running the same script but I keep getting an error saying There are no bands to visualize, what could be the problem?
@ruhibasumata3101
@ruhibasumata3101 2 ай бұрын
Same here
@raiyans
@raiyans Жыл бұрын
Thanks a lot for the tutorial. Would you please tell me how can I remove the the area which is outside the AOI and not considered in the analysis? Once I import this flooded area geoTIFF in QGIS, it shows the black area outside the ROI. Thanks
@geomatics_engineering_sheelu
@geomatics_engineering_sheelu Жыл бұрын
You can simply reclassify it into 2 classes flooded and non flooded..and then from the reclassified layer extract the flooded layer in a sepearte tiff
@abd5239
@abd5239 6 ай бұрын
You can reclassify it in 2 classes or if you have boundary than clip on it ..
@madhumitha501
@madhumitha501 6 ай бұрын
How to validate the accuracy of the output maam? please reply
@mohamedyhia766
@mohamedyhia766 27 күн бұрын
It gave me this error: flood: Layer error: Image.lt: If one image has no bands, the other must also have no bands. Got 0 and 1.
@ramshaharis2020
@ramshaharis2020 6 ай бұрын
How to convert SAR image to vector?? In GEE
@user-yq4ht6td2m
@user-yq4ht6td2m 11 ай бұрын
hello dear can i have a quick reply when I export this data to drive and download its just black image nothing more what should I do.
@geomatics_engineering_sheelu
@geomatics_engineering_sheelu 11 ай бұрын
Try to apply histogram stretching over the black image
@Learnywise
@Learnywise 3 ай бұрын
unable to pass through filterBounds('aoi');
@kuldeepsinghkushwaha6621
@kuldeepsinghkushwaha6621 Жыл бұрын
👍 please make video on concept of coding in GEE because many times when we apply function in bataset and running then showing error "this is not function for dataset"
@geomatics_engineering_sheelu
@geomatics_engineering_sheelu Жыл бұрын
In earth engine most of the functions works on a single image...and not on an image collection ...that's why this error came up.
@afshinj4836
@afshinj4836 11 ай бұрын
Thank you so much. Would you please share the code?
@donugift9144
@donugift9144 11 ай бұрын
Great job. What is the rationale behind the values you have used like the difference of -3 used in the methodology section kindly explain why those values. Thanks
@geomatics_engineering_sheelu
@geomatics_engineering_sheelu 11 ай бұрын
This value is based on trial and error...after after analyzing the flooded area pixel values
@donugift9144
@donugift9144 10 ай бұрын
Great, thanks for your response. Does this mean there is a difference between the pixel values of flooded and non-flooded area and based on this -3 was selected probably as the mean value to represent flooded area, in the case of your study area.
@donugift9144
@donugift9144 10 ай бұрын
I am asking because a change in the value of the difference can affect the area delineated as flood. How to know -3 is the right value in your case. How is the trial and error done?
@suryakantgupta5483
@suryakantgupta5483 11 ай бұрын
Mam I am using the same code for the trial.......but when I run it , I found error like .....before.clip is not a function but in your video it runs without error ....please suggest the suitable changes
@neveralwaysbelose
@neveralwaysbelose 8 ай бұрын
same question
@mariolago7664
@mariolago7664 2 ай бұрын
Most probably there is something wrong when you created the var before = ..etc In my particular case I was missing the () after mosaic, then it worked
@unworldlyimran4525
@unworldlyimran4525 11 ай бұрын
Why difference (
@geomatics_engineering_sheelu
@geomatics_engineering_sheelu 10 ай бұрын
This value is totally based on trial and error method, based on my AOI, it can be different for any other location.
@dhiazahira6846
@dhiazahira6846 7 ай бұрын
Hello@@geomatics_engineering_sheelu, first of all thanks on your video tutorial, it was fantastic. But I wanna ask about the difference value. You said that the value is based on trial and error method on your AOI. How can I get the value to my AOI with that trial and error. What should I do, please help me. Thanks in advance
@ekvinaysayaraj6071
@ekvinaysayaraj6071 10 ай бұрын
If the flood is started at night dark. Can the image show of the flood?
@noornaeem866
@noornaeem866 9 ай бұрын
Yes. Sentinal works on active sensing
@SRL-fp3ww
@SRL-fp3ww 11 ай бұрын
Maam in ArcGIS it's showing black In value both 1/1what should I do??
@geomatics_engineering_sheelu
@geomatics_engineering_sheelu 10 ай бұрын
Try to apply histogram stretching over the Black tiff images.
@user-wt6zq8wl8f
@user-wt6zq8wl8f 6 ай бұрын
how to do that @@geomatics_engineering_sheelu
@azkiarizqi1577
@azkiarizqi1577 6 ай бұрын
Did you solve this problem? would you like to share it please
@saadibrahim7119
@saadibrahim7119 7 ай бұрын
Could you please provide the script?
@TechFacts-Muh
@TechFacts-Muh 10 ай бұрын
Can we calculate how much the area affected by flood?
@geomatics_engineering_sheelu
@geomatics_engineering_sheelu 10 ай бұрын
yes you can calculate, there are function available for these kind of calculation in GEE
@boubacarley-balladiallo1659
@boubacarley-balladiallo1659 2 ай бұрын
Good Morning, Could you provide the code please?
@legendkiller5118
@legendkiller5118 Ай бұрын
Mam please provide shape file
@GISHacks
@GISHacks 4 ай бұрын
Thank you so much. Would you please share the code?
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