Predict Future Land Cover in Google Earth Engine

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  • Опубликовано: 26 авг 2024
  • 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...

Комментарии • 49

  • @uniquegeofacts0014
    @uniquegeofacts0014 Год назад +1

    Rahul here !
    Great work sir

  • @boubacarley-balladiallo1659
    @boubacarley-balladiallo1659 9 месяцев назад

    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 Год назад +1

    Thank you very much! your tutorials are very interesting and helped me a lot.

  • @derejebiru7257
    @derejebiru7257 8 месяцев назад

    Thanks for such a contribution to Users!!!

  • @rajanihiwrale
    @rajanihiwrale Месяц назад

    Hello sir ..i really wanted to talk regarding my thesis topic

  • @Zizi-mt9bv
    @Zizi-mt9bv Месяц назад

    Thank you very muc sir

  • @muhammadarigiadityarahman8404
    @muhammadarigiadityarahman8404 24 дня назад

    umm i got 0.99 acc using my own lulc datasets, should i be worried?

  • @ziming7548
    @ziming7548 2 месяца назад

    Hello, can I add more land cover data in historical and predict the LULC of future years like 2050 or even 2100?

  • @TheWawanhn
    @TheWawanhn 9 месяцев назад

    Thank you

  • @IAKhan-km4ph
    @IAKhan-km4ph Год назад

    Very nice. Thank you so much

  • @deus.tmuchetu983
    @deus.tmuchetu983 9 месяцев назад

    Thanks much Sir, can i use this same code for landsat 8

  • @user-gs8ck8yp4y
    @user-gs8ck8yp4y 11 месяцев назад

    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?

  • @abdukhatir7187
    @abdukhatir7187 10 месяцев назад

    Thanks for the helpful tutorial... can you use Markove-Cellular Automata model in GEE to predict future land cover?

    • @ramiqcom
      @ramiqcom  10 месяцев назад +1

      Idk man

  • @MaherMohaisen-pz9pj
    @MaherMohaisen-pz9pj 3 месяца назад

    They images was already classified or you classified them using google earth engine?

    • @ramiqcom
      @ramiqcom  3 месяца назад

      Already classified

  • @user-ph8sl9dz9c
    @user-ph8sl9dz9c 7 месяцев назад

    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  7 месяцев назад

      You need to create land cover. Read this this developers.google.com/earth-engine/guides/classification

    • @user-ph8sl9dz9c
      @user-ph8sl9dz9c 7 месяцев назад

      @@ramiqcom Thx!!

  • @luthfiinsan4823
    @luthfiinsan4823 Год назад

    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  Год назад

      Yes you can and it have to be a raster data

  • @knowledgeis_power
    @knowledgeis_power 3 месяца назад

    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  3 месяца назад

      Rename the band first to follow the dictionary band. Adjust the list of class values, label, and legend

  • @nguyentienthanh9529
    @nguyentienthanh9529 Год назад

    Video is great with. Hope you can analyze and forecast chlorophyll_a in the next videos.

  • @user-ol8ry4dm7y
    @user-ol8ry4dm7y 10 месяцев назад

    thank you for this video tutorial, because i'm a beginner, where to get assets lulc other city?

    • @ramiqcom
      @ramiqcom  10 месяцев назад

      Hmm idk actually, I made it myself

  • @nizarelharrouni2351
    @nizarelharrouni2351 Год назад

    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  Год назад

      You asking a lot. Please rephrase your words to a more understandable reply.

    • @nizarelharrouni2351
      @nizarelharrouni2351 Год назад

      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  Год назад +1

      @@nizarelharrouni2351 number of habitant?
      yes It possible, I dont know how tho

  • @sinchanathcve20b94
    @sinchanathcve20b94 4 месяца назад

    How to use for different location

    • @ramiqcom
      @ramiqcom  3 месяца назад

      Upload your own land cover image to the asset

  • @irland128
    @irland128 6 месяцев назад

    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  3 месяца назад

      Hmm kekny scriptny mesti diubah deh kl mau 10 tahun. Datanya jg

    • @irland128
      @irland128 3 месяца назад

      @@ramiqcom makasih infonya ka🙏,klo modifikasi scriptnya dibikin video,saya tunggu sekali,terimakasij

  • @rizkidarma6133
    @rizkidarma6133 Год назад

    which code that I have to change if I wanna do the same prediction to another region?

    • @ramiqcom
      @ramiqcom  11 месяцев назад +1

      Change the geometry

    • @vipham5691
      @vipham5691 10 месяцев назад

      where can i change it?
      @@ramiqcom

  • @izzudinmuhammad5782
    @izzudinmuhammad5782 Год назад

    does this have an accuracy or prediction number

    • @ramiqcom
      @ramiqcom  Год назад

      Have you watch the video?

  • @muhammadmasudtarek7397
    @muhammadmasudtarek7397 2 месяца назад

    I can't understand most of the words. May be my fault.

    • @ramiqcom
      @ramiqcom  2 месяца назад

      Dont worry. I dont understand it either :D sometime haha