Spatial analysis uses spatial information to extract new and additional meaning from GIS data. Usually spatial analysis is carried out using a GIS Application. GIS Applications normally have spatial analysis tools for feature statistics (e.g. how many vertices make up this polyline?) or geoprocessing such as feature buffering. The types of spatial analysis that are used vary according to subject areas. People working in water management and research (hydrology) will most likely be interested in analysing terrain and modelling water as it moves across it. In wildlife management users are interested in analytical functions that deal with wildlife point locations and their relationship to the environment. In this topic we will discuss buffering as an example of a useful spatial analysis that can be carried out with vector data.
Buffering usually creates two areas: one area that is within a specified distance to selected real world features and the other area that is beyond. The area that is within the specified distance is called the buffer zone.
A buffer zone is any area that serves the purpose of keeping real world features distant from one another. Buffer zones are often set up to protect the environment, protect residential and commercial zones from industrial accidents or natural disasters, or to prevent violence. Common types of buffer zones may be greenbelts between residential and commercial areas, border zones between countries (see figure_buffer_zone), noise protection zones around airports, or pollution protection zones along rivers.
Figure Buffer Zone 1:
In a GIS Application, buffer zones are always represented as vector polygons enclosing other polygon, line or point features (see figure_point_buffer, figure_line_buffer, ).
Figure Point Buffer 1:
Figure Line Buffer 1:
Figure Polygon Buffer 1:
There are several variations in buffering. The buffer distance or buffer size can vary according to numerical values provided in the vector layer attribute table for each feature. The numerical values have to be defined in map units according to the Coordinate Reference System (CRS) used with the data. For example, the width of a buffer zone along the banks of a river can vary depending on the intensity of the adjacent land use. For intensive cultivation the buffer distance may be bigger than for organic farming (see Figure figure_variable_buffer and Table table_buffer_attributes).
Figure Variable Buffer 1:
River | Adjacent land use | Buffer distance (meters) |
---|---|---|
Breede River | Intensive vegetable cultivation | 100 |
Komati | Intensive cotton cultivation | 150 |
Oranje | Organic farming | 50 |
Telle river | Organic farming | 50 |
Table Buffer Attributes 1: Attribute table with different buffer distances to rivers based on information about the adjacent land use.
Buffers around polyline features, such as rivers or roads, do not have to be on both sides of the lines. They can be on either the left side or the right side of the line feature. In these cases the left or right side is determined by the direction from the starting point to the end point of line during digitising.
A feature can also have more than one buffer zone. A nuclear power plant may be buffered with distances of 10, 15, 25 and 30 km, thus forming multiple rings around the plant as part of an evacuation plan (see figure_multiple_buffers).
Figure Multiple Buffers 1:
Buffer zones often have dissolved boundaries so that there are no overlapping areas between the buffer zones. In some cases though, it may also be useful for boundaries of buffer zones to remain intact, so that each buffer zone is a separate polygon and you can identify the overlapping areas (see Figure figure_buffer_dissolve).
Figure Dissolve Buffers 1:
Buffer zones around polygon features are usually extended outward from a polygon boundary but it is also possible to create a buffer zone inward from a polygon boundary. Say, for example, the Department of Tourism wants to plan a new road around Robben Island and environmental laws require that the road is at least 200 meters inward from the coast line. They could use an inward buffer to find the 200 m line inland and then plan their road not to go beyond that line.
Most GIS Applications offer buffer creation as an analysis tool, but the options for creating buffers can vary. For example, not all GIS Applications allow you to buffer on either the left side or the right side of a line feature, to dissolve the boundaries of buffer zones or to buffer inward from a polygon boundary.
A buffer distance always has to be defined as a whole number (integer) or a decimal number (floating point value). This value is defined in map units (meters, feet, decimal degrees) according to the Coordinate Reference System (CRS) of the vector layer.
Buffering is a an important and often used spatial analysis tool but there are many others that can be used in a GIS and explored by the user.
Spatial overlay is a process that allows you to identify the relationships between two polygon features that share all or part of the same area. The output vector layer is a combination of the input features information (see figure_overlay_operations).
Figure Overlay Operations 1:
Typical spatial overlay examples are:
Let’s wrap up what we covered in this worksheet:
Here are some ideas for you to try with your learners:
Figure Buffer Road 1:
If you don’t have a computer available, you can use a toposheet and a compass to create buffer zones around buildings. Make small pencil marks at equal distance all along your feature using the compass, then connect the marks using a ruler!
Books:
Websites:
The QGIS User Guide also has more detailed information on analysing vector data in QGIS.
In the section that follows we will take a closer look at interpolation as an example of spatial analysis you can do with raster data.