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Raster data processing in GRASS GIS
Raster maps in general
The geographic boundaries of the raster map are described by the north,
south, east, and west fields. These values describe the lines which bound
the map at its edges. These lines do NOT pass through the center of the
grid cells at the edge of the map, but along the edge of the map itself.
As a general rule in GRASS:
- Raster output maps have their bounds and resolution equal to those
of the current region.
- Raster input maps are automatically cropped/padded and rescaled
(using nearest-neighbour resampling) to match the current region.
- Raster input maps are automatically masked if a raster map named
MASK exists.
There are a few exceptions to this:
r.in.* programs read the data cell-for-cell, with no resampling. When
reading non-georeferenced data, the imported map will usually have its
lower-left corner at (0,0) in the location's coordinate system; the user
needs to use r.region to "place" the imported map.
Some programs which need to perform specific types of resampling (e.g.
r.resamp.rst) read the input maps at
their original resolution then do the resampling themselves.
r.proj has to deal with two regions (source
and destination) simultaneously; both will have an impact upon the
final result.
Raster import and export
The module r.in.gdal offers a common
interface for many different raster formats. Additionally, it also
offers options such as on-the-fly location creation or extension of
the default region to match the extent of the imported raster map.
For special cases, other import modules are available. Always the full
map is imported.
For importing scanned maps, the user will need to create a
x,y-location, scan the map in the desired resolution and save it into
an appropriate raster format (e.g. tiff, jpeg, png, pbm) and then use
r.in.gdal to import it. Based on
reference points the scanned map can be recified to obtain geocoded
data.
Raster maps are exported with r.out.gdal
into common formats. Also r.out.bin,
r.out.vtk and other export modules are
available.
Metadata
The r.info module displays general information
about a map such as region extent, data range, data type, creation history,
and other metadata.
Metadata such as map title, units, vertical datum etc. can be updated
with r.support. Timestamps are managed
with r.timestamp. Region extent and
resolution are mangaged with r.region.
Raster map operations
GRASS raster map processing is always performed in the current region
settings (see g.region), i.e. the current
region extent and current raster resolution is used. If the resolution
differs from that of the input raster map(s), on-the-fly resampling is
performed (nearest neighbor resampling). If this is not desired, the
input map(s) has/have to be resampled beforehand with one of the dedicated
modules.
Raster MASKs
If a raster map named "MASK" exists, most GRASS raster modules will operate
only on data falling inside the masked area, and treat any data falling
outside of the mask as if its value were NULL. The mask is only applied
when reading an existing GRASS raster map, for example when used
in a module as an input map.
The mask is read as an integer map. If MASK is actually a
floating-point map, the values will be converted to integers using the
map's quantisation rules (this defaults to round-to-nearest, but can
be changed with r.quant).
(see r.mask)
Raster map statistics
A couple of commands are available to calculate local statistics
(r.neighbors), and global statistics
(r.statistics, r.surf.area,
r.sum). Profiles and transects can be generated
(d.profile, r.profile,
r.transect) as well as histograms
(d.histogram) and polar diagrams
(d.polar).
Univariate statistics (r.univar) and
reports are also available (r.report,r.stats, r.volume).
Raster map algebra and aggregation
The r.mapcalc command provides raster map
algebra methods.
The r.resamp.stats command resamples raster
map layers using various aggregation methods, the r.average
command aggregates one map based on a second map.
r.resamp.interp resamples raster map layers using interpolation.
Raster map resampling and interpolation methods
GRASS offers various raster resampling and interpolation methods. There are
available modules for reinterpolation of "filled" raster maps (continuous data)
to a different resolution:
- Resampling with nearest neighbor, bilinear, and bicubic method
(r.resamp.interp)
- Regularized spline with tension (RST) interpolation 2D
(r.resamp.rst)
- Regularized spline with tension (RST) interpolation 2D for hole filling (e.g., SRTM DEM)
(r.fillnulls)
Furthermore, there are modules available for reinterpolation of "sparse"
(scattered points or lines) maps:
For Lidar and similar data, r.in.xyz supports loading
and binning of ungridded x,y,z ASCII data into a new raster map. The user may choose from
a variety of statistical methods in creating the new raster.
Otherwise, for interpolation of scattered data, use the v.surf.* set of
modules.
Hydrologic modeling toolbox
Watershed modeling related modules are
r.basins.fill,
r.water.outlet,
r.watershed, and
r.terraflow.
Water flow related modules are
r.carve,
r.drain,
r.fill.dir,
r.fillnulls,
r.flow, and
r.topidx.
Flooding can be simulated with r.lake.
Hydrologic simulation model are available as
r.sim.sediment,
r.sim.water, and
r.topmodel.
Raster format
Raster data can be stored in GRASS as 2D or 3D grids. 2D rasters
support 3 data types: 32bit signed integer, single- and double-precision
floating-point. 3D rasters support only single- and double-precision
floating-point. In most GRASS resources, 2D raster maps are usually
called "raster", their integer data type "CELL", single-precision
floating-point data type "FCELL" and double-precision floating-point
"DCELL". The 3D raster map type is usually called "3D raster" but other
names like "G3D", "voxel", "volume", "GRID3D" or "3d cell" are common.
3D raster's single-precision data type is most often called "float", and the
double-precision one "double".
GRASS raster format is architecture independent and portable between
32bit and 64bit machines.
GRASS distinguishes NULL and zero. When working with NULL data, it is
important to know that operations on NULL cells lead to NULL cells.
See also
Main index - raster index
- full index
© 2008 GRASS Development Team