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r.geomorphon(1) |
GRASS GIS User's Manual |
r.geomorphon(1) |
r.geomorphon - Calculates geomorphons (terrain
forms) and associated geometry using machine vision approach.
raster, geomorphons, terrain patterns, machine vision
geomorphometry
r.geomorphon
r.geomorphon --help
r.geomorphon [-me] elevation=name
[forms=name] [ternary=name]
[positive=name] [negative=name]
[intensity=name] [exposition=name]
[range=name] [variance=name]
[elongation=name] [azimuth=name]
[extend=name] [width=name]
search=integer skip=integer
flat=float dist=float
[comparison=string] [coordinates=east,north]
[profiledata=name] [profileformat=string]
[--overwrite] [--help] [--verbose] [--quiet]
[--ui]
- -m
-
Use meters to define search units (default is cells)
- -e
-
Use extended form correction
- --overwrite
-
Allow output files to overwrite existing files
- --help
-
Print usage summary
- --verbose
-
Verbose module output
- --quiet
-
Quiet module output
- --ui
-
Force launching GUI dialog
r.geomorphon calculates terrain forms using machine-vison
technique called geomorphons.
Geomorphon is a new concept of presentation and analysis of
terrain forms. This concept utilises 8-tuple pattern of the visibility
neighbourhood and breaks well known limitation of standard calculus approach
where all terrain forms cannot be detected in a single window size. The
pattern arises from a comparison of a focus pixel with its eight neighbors
starting from the one located to the east and continuing counterclockwise
producing ternary operator. For example, a tuple {+,-,-,-,0,+,+,+} describes
one possible pattern of relative measures {higher, lower, lower, lower,
equal, higher, higher, higher} for pixels surrounding the focus pixel. It is
important to stress that the visibility neighbors are not necessarily an
immediate neighbors of the focus pixel in the grid, but the pixels
determined from the line-of-sight principle along the eight principal
directions. This principle relates surface relief and horizontal distance by
means of so-called zenith and nadir angles along the eight principal compass
directions. The ternary operator converts the information contained in all
the pairs of zenith and nadir angles into the ternary pattern (8-tuple). The
result depends on the values of two parameters: search radius (L) and relief
threshold (d). The search radius is the maximum allowable distance for
calculation of zenith and nadir angles. The relief threshold is a minimum
value of difference between LOSs angle (zenith and nadir) that is considered
significantly different from the horizon. Two lines-of-sight are necessary
due to zenith LOS only, does not detect positive forms correctly.
There are 3**8 = 6561 possible ternary patterns (8-tuples). By
removing all patterns that are the result of either rotation or reflection
of other patterns, a set of 498 patterns remains, referred to as
geomorphons. This is a comprehensive and exhaustive set of idealized
landforms that are independent of the size, relief, and orientation of the
actual landform.
Form recognition depends on two free parameters: Search
radius and flatness threshold. Using larger values of L and is
tantamount to terrain classification from a higher and wider perspective,
whereas using smaller values of L and is tantamount to terrain
classification from a local point of view. A character of the map depends on
the value of L. Using small value of L results in the map that correctly
identifies landforms if their size is smaller than L; landforms having
larger sizes are broken down into components. Using larger values of L
allows simultaneous identification of landforms on variety of sizes in
expense of recognition smaller, second-order forms. There are two additional
parameters: skip radius used to eliminate impact of small
irregularities. On the contrary flatness distance eliminates the
impact of very high distance (in meters) of search radius which may not
detect elevation difference if this is at very far distance. Important
especially with low resolution DEMS.
- -m
-
All distance parameters (search, skip, flat distances) are supplied as
meters instead of cells (default). To avoid situation when supplied
distances is smaller than one cell program first check if supplied
distance is longer than one cell in both NS and WE directions. For LatLong
projection only NS distance checked, because in latitude angular unit
comprise always bigger or equal distance than longitude one. If distance
is supplied in cells, For all projections is recalculated into meters
according formula: number_of_cells*resolution_along_NS_direction. It is
important if geomorphons are calculated for large areas in LatLong
projection.
- elevation
-
Digital elevation model. Data can be of any type and any projection. During
calculation DEM is stored as floating point raster.
- search
-
Determines length on the geodesic distances in all eight directions where
line-of-sight is calculated. To speed up calculation is determines only
these cells which centers falls into the distance.
- skip
-
Determines length on the geodesic distances at the beginning of calculation
all eight directions where line-of-sight is yet calculated. To speed up
calculation this distance is always recalculated into number of cell which
are skipped at the beginning of every line-of-sight and is equal in all
direction. This parameter eliminates forms of very small extend, smaller
than skip parameter.
- flat
-
The difference (in degrees) between zenith and nadir line-of-sight which
indicate flat direction. If higher threshold produce more flat maps. If
resolution of the map is low (more than 1 km per cell) threshold should be
very small (much smaller than 1 degree) because on such distance 1 degree
of difference means several meters of high difference.
- dist
-
Flat distance. This is additional parameter defining the distance above
which the threshold starts to decrease to avoid problems with pseudo-flat
line-of-sights if real elevation difference appears on the distance where
its value is higher (TO BE CORRECTED).
- comparison
-
Comparison mode for zenith/nadir line-of-sight search. "anglev1"
is the original r.geomorphon comparison mode. "anglev2" is an
improved mode, which better handles angle thresholds and zenith/nadir
angles that are exactly equal. "anglev2_distance" in addition to
that takes the zenith/nadir distances into account when the angles are
exactly equal.
- forms
-
Returns geomorphic map with 10 most popular terrestrial forms. Legend for
forms, its definition by the number of + and - and its
idealized visualisation are presented at the image.
- ternary
-
returns code of one of 498 unique ternary patterns for every cell. The code
is a decimal representation of 8-tuple minimalised patterns written in
ternary system. Full list of patterns is available in source code
directory as patterns.txt. This map can be used to create alternative form
classification using supervised approach.
- positive
and negative
-
returns codes binary patterns for zenith (positive) and nadir (negative)
line of sights. The code is a decimal representation of 8-tuple
minimalised patterns written in binary system. Full list of patterns is
available in source code directory as patterns.txt.
- coordinates
-
The central point of a single geomorphon to profile. The central point must
be within the computational region, which should be large enough to
accommodate the search radius. Setting the region larger than that will
not produce more accurate data, but in the current implementation will
slow the computation down. For the best results remember to align the
region to the raster cells. Profiling is mutually exclusive with any
raster outputs, but other parameters and flags (such as elevation,
search, comparison, -m and -e) work as
usual.
- profiledata
-
The output file name for the complete profile data, "-" means to
write to the standard output. The data is in a machine-readable format and
it includes assorted values describing the computation context and
parameters, as well as its intermediate and final results.
- profileformat
-
Format of the profile data: "json", "yaml" or
"xml".
NOTE: parameters below are experimental. The usefulness of
these parameters are currently under investigation.
- intensity
-
returns average difference between central cell of geomorphon and eight
cells in visibility neighbourhood. This parameter shows local (as is
visible) exposition/abasement of the form in the terrain.
- range
-
returns difference between minimum and maximum values of visibility
neighbourhood.
- variance
-
returns variance (difference between particular values and mean value) of
visibility neighbourhood.
- extend
-
returns area of the polygon created by the 8 points where line-of-sight cuts
the terrain (see image in description section).
- azimuth
-
returns orientation of the polygon constituting geomorphon. This orientation
is currently calculated as a orientation of least square fit line to the
eight verticles of this polygon.
- elongation
-
returns proportion between sides of the bounding box rectangle calculated
for geomorphon rotated to fit least square line.
- width
-
returns length of the shorter side of the bounding box rectangle calculated
for geomorphon rotated to fit least square line.
From computational point of view there are no limitations of input
DEM and free parameters used in calculation. However, in practice there are
some issues on DEM resolution and search radius. Low resolution DEM
especially above 1 km per cell requires smaller than default flatness
threshold. On the other hand, only forms with high local elevation
difference will be detected correctly. It results from fact that on very
high distance (of order of kilometers or higher) even relatively high
elevation difference will be recognized as flat. For example at the distance
of 8 km (8 cells with 1 km resolution DEM) an relative elevation difference
of at least 136 m is required to be noticed as non-flat. Flatness distance
threshold may be helpful to avoid this problem.
Geomorphon calculation example using the EU DEM 25m:
g.region raster=eu_dem_25m -p
r.geomorphon elevation=eu_dem_25m forms=eu_dem_25m_geomorph
# verify terrestrial landforms found in DEM
r.category eu_dem_25m_geomorph
1 flat
2 peak
3 ridge
4 shoulder
5 spur
6 slope
7 hollow
8 footslope
9 valley
10 pit
Using the resulting terrestrial landforms map, single landforms
can be extracted, e.g. the peaks, and converted into a vector point map:
r.mapcalc expression="eu_dem_25m_peaks = if(eu_dem_25m_geomorph == 2, 1, null())"
r.thin input=eu_dem_25m_peaks output=eu_dem_25m_peaks_thinned
r.to.vect input=eu_dem_25m_peaks_thinned output=eu_dem_25m_peaks type=point
v.info input=eu_dem_25m_peaks
- Stepinski, T., Jasiewicz, J., 2011, Geomorphons - a new approach to
classification of landform, in : Eds: Hengl, T., Evans, I.S., Wilson,
J.P., and Gould, M., Proceedings of Geomorphometry 2011, Redlands, 109-112
(PDF)
- Jasiewicz, J., Stepinski, T., 2013, Geomorphons - a pattern recognition
approach to classification and mapping of landforms, Geomorphology, vol.
182, 147-156 (DOI: 10.1016/j.geomorph.2012.11.005)
Jarek Jasiewicz, Tomek Stepinski (merit contribution)
Available at: r.geomorphon source code (history)
Latest change: Tuesday Feb 04 12:25:16 2025 in commit:
e443735e3b974632406e9ebea744f39adf3764a4
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