Landscape Change Assessment using Unsupervised Image Classification in GRASS GIS
Purpose
The purpose of this tutorial is:
Introduction to GRASS GIS
Methods
Software Download and Installation
In this tutorial, GRASS GIS version 7.8.1 is being used. The latest version of GRASS GIS may be downloaded from this website.
Data Set
Because this tutorial is being written to demonstrate the ability of GRASS GIS to assess changes in landscapes, a data set has been provided for the user. There are many sources where one can find satellite imagery data, however a data set is being provided to the user so they may follow along with this tutorial without having their own data set. This data set consists of two GeoTiff files acquired using the Earth Observing System (EOS) Landviewer tool. These GeoTiff files contains an image obtained by Landsat 7 on September 7, 2000 and an image obtained by Landsat 8 on September 23, 2017. Both images contain imagery of the same area of interest (AOI) which consists of a 40.04 km² square area centered at 45.03001°N 75.68135°W. This area is located in Kemptville, Ontario, an area which has undergone development since the early 2000s to accommodate for increased population sizes. The population of Kemptville is expected to rise given it's close proximity to Ottawa, making it an ideal location for commuters to reside, which means that further development is also expected.
Landscape Change Assessment Data Set | |
---|---|
Data Information | Data File |
GeoTiff file for raster imagery from September 7, 2000 (Landsat 7) | September 2000 File] |
GeoTiff file for raster imagery from September 23, 2017 (Landsat 8) | September 2017 File] |
Starting GRASS GIS
Importing Landsat Rasters
r.in.gdal [(https://grass.osgeo.org/grass78/manuals/r.in.gdal.html]
d.rgb [1]
Map Swipe
Segmentation
i.segment
Pre-Processing
i.cluster
Unsupervised Classification
i.maxlik
Landscape Change Assessment
Not Covered in this Tutorial
r.smooth.seg - image pre-processing (takes place before segmentation)
Additional Resources
Conclusion
References
https://renx.ca/kemptville-building-boom-retail-residential/
Earth Observing System (EOS) Landviewer [2]
GRASS GIS Software [3]