Land use Land Cover (LULC) Prediction Map (2025) Using Random Forest Classifier ||Google Earth Engin
Land cover parameter: Define values, palette, and names for land cover classes.
Show legend: Display a legend on the map for the land cover classes.
Land cover dictionary for visualization: Create a dictionary containing land cover class information for visualization.
Land cover data for 2019 and 2022: Load land cover data for 2019 and 2022.
Region of interest (ROI): Define the region of interest as the geometry of the land cover data for 2019.
Put the land cover in a list: Create a list containing the land cover images for 2019 and 2022.
Show the 2019 and 2022 land cover: Add layers for 2019 and 2022 land cover to the map.
Create land cover change map: Generate a map indicating changes between land cover classes.
Show the change map: Add the change map layer to the map.
Print the change dictionary: Print a dictionary containing land cover change values.
Create images with variables to predict land cover change: Create images containing variables for predicting land cover change.
Sample image: Generate a stratified sample of points for training the prediction model.
Split train and test: Split the sample into training and testing datasets.
Build random forest model for prediction: Train a random forest model using the training dataset.
Test model accuracy: Evaluate the accuracy of the trained model using the testing dataset.
Variables for predict for year 2025: Create image variables for predicting land cover for the year 2025.
Apply the model for the variables for 2025: Use the trained model to predict land cover for the year 2025.
Add lulc 2025 to LULC list: Add the predicted land cover for 2025 to the list of land cover images.
Calculate land cover area per year: Calculate the area of each land cover class for each year.
Make chart for land cover area change: Create a chart showing land cover area changes over time.
Function to add legend: Define a function to add a legend to the map.
Watch video Land use Land Cover (LULC) Prediction Map (2025) Using Random Forest Classifier ||Google Earth Engin online without registration, duration hours minute second in high quality. This video was added by user GIS Analysis 14 April 2024, don't forget to share it with your friends and acquaintances, it has been viewed on our site 3,21 once and liked it 10 people.