Predict Future Land Cover in Google Earth Engine

  Рет қаралды 12,506

Ramadhan

Ramadhan

Күн бұрын

Do you have two land cover data in two different years and want to know what it will be in the future? You are in luck! I have just a simple script to predict land cover in the future.
Script: code.earthengi...
In this video, I am using two landcover data in Palembang city in the years 2019 and 2022 derived from Sentinel-2 dataset. To predict, you need a land cover change map first formed from the transition of land cover data between years. Then I build a random forest model using the first, and last landcover, the change map, elevation, and year data. To predict future land cover, you need to apply the model to the new variables of images.
Email: ramiqcom@gmail.com
Linkedin: / ramiqcom
GitHub: github.com/ram...

Пікірлер: 49
@boubacarley-balladiallo1659
@boubacarley-balladiallo1659 10 ай бұрын
Thank you so much for the code. I was looking for this since one month now. God bless you. Tabarak'Allah 🎉❤🎉❤ A Jaaraama 🎉❤
@alemayehumullatuadashio5350
@alemayehumullatuadashio5350 Жыл бұрын
Thank you very much! your tutorials are very interesting and helped me a lot.
@uniquegeofacts0014
@uniquegeofacts0014 Жыл бұрын
Rahul here ! Great work sir
@derejebiru7257
@derejebiru7257 9 ай бұрын
Thanks for such a contribution to Users!!!
@Zizi-mt9bv
@Zizi-mt9bv 2 ай бұрын
Thank you very muc sir
@DwiPrabowo-n6t
@DwiPrabowo-n6t Жыл бұрын
Thanks a lots, very useful. however you only used elevation as a driver. Can we add more drivers on your model such as road, land protection etc?
@ramiqcom
@ramiqcom 11 ай бұрын
Sure
@TheWawanhn
@TheWawanhn 10 ай бұрын
Thank you
@IAKhan-km4ph
@IAKhan-km4ph Жыл бұрын
Very nice. Thank you so much
@ramiqcom
@ramiqcom Жыл бұрын
Try it again, I just open it
@IAKhan-km4ph
@IAKhan-km4ph Жыл бұрын
@@ramiqcom Amazing
@MachineLearning-m6s
@MachineLearning-m6s 8 ай бұрын
Really great video, thanks for sharing. Could you please help me understand how you've created the Assets you're using in this video? I'm trying to create this for my ROI but I simply can't do it
@ramiqcom
@ramiqcom 8 ай бұрын
You need to create land cover. Read this this developers.google.com/earth-engine/guides/classification
@MachineLearning-m6s
@MachineLearning-m6s 8 ай бұрын
@@ramiqcom Thx!!
@rajanihiwrale
@rajanihiwrale 2 ай бұрын
Hello sir ..i really wanted to talk regarding my thesis topic
@abdukhatir7187
@abdukhatir7187 11 ай бұрын
Thanks for the helpful tutorial... can you use Markove-Cellular Automata model in GEE to predict future land cover?
@ramiqcom
@ramiqcom 11 ай бұрын
Idk man
@luthfiinsan4823
@luthfiinsan4823 Жыл бұрын
in the video you used the srtm (elevation) and the LU change map for the driving factor, can we add another driving factor? whether the data must be in TIF form?
@ramiqcom
@ramiqcom Жыл бұрын
Yes you can and it have to be a raster data
@deus.tmuchetu983
@deus.tmuchetu983 10 ай бұрын
Thanks much Sir, can i use this same code for landsat 8
@ziming7548
@ziming7548 3 ай бұрын
Hello, can I add more land cover data in historical and predict the LULC of future years like 2050 or even 2100?
@ramiqcom
@ramiqcom 2 ай бұрын
probably
@knowledgeis_power
@knowledgeis_power 4 ай бұрын
i imported lulc maps and run the code. i have two errors. my lulc years file showing black and list index error is coming while generating chart
@ramiqcom
@ramiqcom 4 ай бұрын
Rename the band first to follow the dictionary band. Adjust the list of class values, label, and legend
@nizarelharrouni2351
@nizarelharrouni2351 Жыл бұрын
Hi is there any other way to predict for exemple the built up area using other data such as excels containing the numbers of habitants in a certain zone or slope or any other data that may help because i ve seen a plugin in qgis named molusce . And would u be able to do a video about fire risk prediction spatially and through time with gee and using deep learning or at least just let me know if it is doable thank you for your time and great videos.
@ramiqcom
@ramiqcom Жыл бұрын
You asking a lot. Please rephrase your words to a more understandable reply.
@nizarelharrouni2351
@nizarelharrouni2351 Жыл бұрын
For sure My first question is : is there a way to make the prediction better adding data about the number of habitants for examples to predict the urban growth My second question is is it possible to make a fire risk map or prediction through time and space using deeplearnin or any other method and have you ever done it Thank you
@ramiqcom
@ramiqcom Жыл бұрын
@@nizarelharrouni2351 number of habitant? yes It possible, I dont know how tho
@MaherMohaisen-pz9pj
@MaherMohaisen-pz9pj 4 ай бұрын
They images was already classified or you classified them using google earth engine?
@ramiqcom
@ramiqcom 4 ай бұрын
Already classified
@muhammadarigiadityarahman8404
@muhammadarigiadityarahman8404 Ай бұрын
umm i got 0.99 acc using my own lulc datasets, should i be worried?
@nguyenthanh-x9u
@nguyenthanh-x9u Жыл бұрын
Video is great with. Hope you can analyze and forecast chlorophyll_a in the next videos.
@ramiqcom
@ramiqcom Жыл бұрын
Noted
@ArunikaShines
@ArunikaShines 11 ай бұрын
thank you for this video tutorial, because i'm a beginner, where to get assets lulc other city?
@ramiqcom
@ramiqcom 11 ай бұрын
Hmm idk actually, I made it myself
@irland128
@irland128 7 ай бұрын
Izin bertanya, untuk merubah tahun prediksi-nya ada di line berapa yah?terimakasih (pada contoh ini 3 tahun, sy mau merubah jadi prediksi 10 tahun)
@ramiqcom
@ramiqcom 4 ай бұрын
Hmm kekny scriptny mesti diubah deh kl mau 10 tahun. Datanya jg
@irland128
@irland128 4 ай бұрын
@@ramiqcom makasih infonya ka🙏,klo modifikasi scriptnya dibikin video,saya tunggu sekali,terimakasij
@sinchanathcve20b94
@sinchanathcve20b94 5 ай бұрын
How to use for different location
@ramiqcom
@ramiqcom 4 ай бұрын
Upload your own land cover image to the asset
@muhammadmasudtarek7397
@muhammadmasudtarek7397 3 ай бұрын
I can't understand most of the words. May be my fault.
@ramiqcom
@ramiqcom 3 ай бұрын
Dont worry. I dont understand it either :D sometime haha
@rizkidarma6133
@rizkidarma6133 Жыл бұрын
which code that I have to change if I wanna do the same prediction to another region?
@ramiqcom
@ramiqcom Жыл бұрын
Change the geometry
@vipham5691
@vipham5691 11 ай бұрын
where can i change it? @@ramiqcom
@izzudinmuhammad5782
@izzudinmuhammad5782 Жыл бұрын
does this have an accuracy or prediction number
@ramiqcom
@ramiqcom Жыл бұрын
Have you watch the video?
Unsupervised Classification (Clustering) in Earth Engine
4:08
大家都拉出了什么#小丑 #shorts
00:35
好人小丑
Рет қаралды 101 МЛН
Bike Vs Tricycle Fast Challenge
00:43
Russo
Рет қаралды 95 МЛН
Flood Hazard Mapping in Earth Engine
7:16
Ramadhan
Рет қаралды 7 М.
Deep learning in Google Earth Engine with Jake Wilkins
31:20
Robin Cole
Рет қаралды 6 М.
大家都拉出了什么#小丑 #shorts
00:35
好人小丑
Рет қаралды 101 МЛН