Tutorials

• The basics
  • 1. Installation of sits package and its depedencies
  • 2. Handling the input vector file
    • 2.1. Data loading
    • 2.2. Bounding box calculation
    • 2.3. CRS management
  • 3. Loading and preprocessing of a Satellite Image Time-Series (SITS)
    • 3.1. Creation of a Datacube from STAC catalog
    • 3.2. Plotting satellite time series
  • 4. Correcting radiometric offsets in Sentinel-2 imagery
  • 4.1. Plotting the uncorrected time series for a single pixel
    • 4.2. Plotting the corrected time series for a single pixel
  • 5. Masking cloudy pixels and gap-filling
    • 5.1. Create and apply a mask
    • 5.2. Gap filling the masked pixels
  • 6. Saving the Datacube as a file
    • 6.1. Default export
• Create an animated time series
  • 1. Installation of sits package and its depedencies
  • 2. Loading the Satellite Image Time-Series (SITS)
  • 3. Convert time series into animated GIF
    • 3.1. Creating a nice-looking animation
    • 3.2. Improving the animation
    • 3.3. Comparing Raw vs Smoothed Time Series Animations
  • 4. Convert time series into video
    • 4.1. Default creation
    • 4.2. Customization
• Spectral Indices
  • 1. Installation of SITS package and its depedencies
  • 2. Exploring spectral indices
    • 2.1. Which indices? Which Spectral bands?
    • 2.2. Selection of spectral bands
  • 3. Loading the sentinel-2 time series
    • 3.1. Data loading
    • 3.2. Loading and preprocessing of a Satellite Image Time-Series (SITS)
  • 4. Computing spectral indices
    • 4.1. Computing the NDVI
    • 4.2. Computing a list of indices
    • 4.3. Saving Indices as a NetCDF file
  • 5. Spectral indices with multiprocessing
    • 5.1. Data loading
    • 5.2. Producing indices patches from the vector layer
• Multiprocessing
  • 1. Installation of SITS package and its depedencies
  • 2. Handling the input vector file
    • 2.1. Data loading
    • 2.2. Buffer and Bounding box calculation
    • 2.3. CRS management
  • 3. Multiprocessing approach
    • 3.1. How does it work?
    • 3.2. Producing images from the vector layer
    • 3.3. Producing patches from the vector layer
• Forest Clear-Cut Detection using Sentinel-2 Time Series
  • 1. Installation of SITS package and its depedencies
  • 2. Study area
  • 3. Pre-processing: STAC Queries and Forest Masking
    • 3.1. Sentinel-2 time series
    • 3.2. Forest mask
  • 4. Clear-cut mapping
    • 4.1. A few words about the method
    • 4.2. Time series of Vegetation Index
    • 4.3. Clear-cuts detection
    • 4.4. Plotting the reference points