Vegetation clusters scattered into the bare zone.
Usage
pattern_clustered(
boundary_position = 0.5,
n_clusters = 10,
cluster_radius = 5,
cluster_zone = 0.3,
elongation_x = 1,
elongation_y = 1
)Arguments
- boundary_position
Numeric. Relative position of the horizontal vegetation boundary (if not rotated) from the top (0-1, default: 0.5).
- n_clusters
Integer. Number of cluster centers (default: 10).
- cluster_radius
Numeric. Radius of clusters in pixels (default: 5).
- cluster_zone
Numeric. Proportion of height for the cluster zone, measured downward from the vegetation boundary (0-1, default: 0.3).
- elongation_x
Numeric. Horizontal elongation factor for clusters. Values above 1 stretch clusters horizontally; values below 1 compress them (default: 1).
- elongation_y
Numeric. Vertical elongation factor for clusters. Values above 1 stretch clusters vertically; values below 1 compress them (default: 1).
Valid values and batch sampling
A single value fixes a parameter. A length-2 vector is a range, sampled
once per landscape by create_landscapes and rejected by
create_landscape. The table below shows for each parameter:
valid values that create_landscape accepts, and
sampled ranges that create_landscapes draws from
once per landscape for any parameter left unset. The defaults shown in
Usage therefore apply to create_landscape only. Ranges that
scale with landscape size are shown for the default 100 by 100.
| Parameter | Valid | Sampled |
boundary_position | 0 to 1 | 0.4 to 0.6 |
n_clusters | 1 or more | 5 to 12 |
cluster_radius | 1 or more | 5 to 10 |
cluster_zone | greater than 0, up to 1 | 0.2 to 1 |
elongation_x | greater than 0 | 0.5 to 1.5 |
elongation_y | greater than 0 | 0.5 to 1.5 |
Examples
# A single landscape, with fixed values
create_landscape(
"clustered",
params = pattern_clustered(n_clusters = 8, cluster_radius = 7)
)
#> Landscape: <unnamed> [pattern: clustered]
#> -----------------------------------------
#> Dimensions: 100x100 (10000 cells)
#> Resolution: 1.0x1.0
#> Extent : xmin=0.0, xmax=100.0, ymin=0.0, ymax=100.0
#> Values : min=0.0, max=1.0
#> Parameters: width = 100, height = 100, boundary_position = 0.5, n_clusters = 8, cluster_radius = 7, cluster_zone = 0.3, elongation_x = 1, elongation_y = 1, rotation = 0
# A batch, with parameters drawn from ranges once per landscape.
# Parameters left unset vary too, over their default ranges
create_landscapes(
n = 4,
patterns = "clustered",
params_list = list(
clustered = pattern_clustered(
n_clusters = c(5, 12),
cluster_radius = c(4, 8)
)
)
)
#> ✔ Successfully generated all 4 training landscapes
#> $clustered_1_rot177
#> Landscape: "clustered_1_rot177" [pattern: clustered]
#> -----------------------------------------
#> Dimensions: 100x100 (10000 cells)
#> Resolution: 1.0x1.0
#> Extent : xmin=0.0, xmax=100.0, ymin=0.0, ymax=100.0
#> Values : min=0.0, max=1.0
#> Parameters: width = 100, height = 100, boundary_position = 0.591689004190266, n_clusters = 8, cluster_radius = 4, cluster_zone = 0.607681477069855, elongation_x = 0.902967239031568, elongation_y = 0.731844176771119, rotation = 177
#>
#> $clustered_2_rot356
#> Landscape: "clustered_2_rot356" [pattern: clustered]
#> -----------------------------------------
#> Dimensions: 100x100 (10000 cells)
#> Resolution: 1.0x1.0
#> Extent : xmin=0.0, xmax=100.0, ymin=0.0, ymax=100.0
#> Values : min=0.0, max=1.0
#> Parameters: width = 100, height = 100, boundary_position = 0.479156721988693, n_clusters = 8, cluster_radius = 5, cluster_zone = 0.890481751598418, elongation_x = 1.02773407287896, elongation_y = 1.23859300184995, rotation = 356
#>
#> $clustered_3_rot92
#> Landscape: "clustered_3_rot92" [pattern: clustered]
#> -----------------------------------------
#> Dimensions: 100x100 (10000 cells)
#> Resolution: 1.0x1.0
#> Extent : xmin=0.0, xmax=100.0, ymin=0.0, ymax=100.0
#> Values : min=0.0, max=1.0
#> Parameters: width = 100, height = 100, boundary_position = 0.444279740937054, n_clusters = 12, cluster_radius = 4, cluster_zone = 0.635638977959752, elongation_x = 0.938324093353003, elongation_y = 0.584773896960542, rotation = 92
#>
#> $clustered_4_rot49
#> Landscape: "clustered_4_rot49" [pattern: clustered]
#> -----------------------------------------
#> Dimensions: 100x100 (10000 cells)
#> Resolution: 1.0x1.0
#> Extent : xmin=0.0, xmax=100.0, ymin=0.0, ymax=100.0
#> Values : min=0.0, max=1.0
#> Parameters: width = 100, height = 100, boundary_position = 0.419753044517711, n_clusters = 8, cluster_radius = 8, cluster_zone = 0.580911484360695, elongation_x = 0.557363673113286, elongation_y = 1.47497145133093, rotation = 49
#>
# A batch, mixing a fixed value with a range
create_landscapes(
n = 4,
patterns = "clustered",
params_list = list(
clustered = pattern_clustered(
n_clusters = 8,
cluster_radius = c(4, 8)
)
)
)
#> ✔ Successfully generated all 4 training landscapes
#> $clustered_1_rot89
#> Landscape: "clustered_1_rot89" [pattern: clustered]
#> -----------------------------------------
#> Dimensions: 100x100 (10000 cells)
#> Resolution: 1.0x1.0
#> Extent : xmin=0.0, xmax=100.0, ymin=0.0, ymax=100.0
#> Values : min=0.0, max=1.0
#> Parameters: width = 100, height = 100, boundary_position = 0.594288135552779, n_clusters = 8, cluster_radius = 4, cluster_zone = 0.59355426300317, elongation_x = 1.20305816852488, elongation_y = 1.20890617207624, rotation = 89
#>
#> $clustered_2_rot321
#> Landscape: "clustered_2_rot321" [pattern: clustered]
#> -----------------------------------------
#> Dimensions: 100x100 (10000 cells)
#> Resolution: 1.0x1.0
#> Extent : xmin=0.0, xmax=100.0, ymin=0.0, ymax=100.0
#> Values : min=0.0, max=1.0
#> Parameters: width = 100, height = 100, boundary_position = 0.472178921988234, n_clusters = 8, cluster_radius = 8, cluster_zone = 0.449984030239284, elongation_x = 0.885540628340095, elongation_y = 1.48698451998644, rotation = 321
#>
#> $clustered_3_rot336
#> Landscape: "clustered_3_rot336" [pattern: clustered]
#> -----------------------------------------
#> Dimensions: 100x100 (10000 cells)
#> Resolution: 1.0x1.0
#> Extent : xmin=0.0, xmax=100.0, ymin=0.0, ymax=100.0
#> Values : min=0.0, max=1.0
#> Parameters: width = 100, height = 100, boundary_position = 0.406134204566479, n_clusters = 8, cluster_radius = 6, cluster_zone = 0.942507328093052, elongation_x = 0.5998674496077, elongation_y = 1.17017687787302, rotation = 336
#>
#> $clustered_4_rot231
#> Landscape: "clustered_4_rot231" [pattern: clustered]
#> -----------------------------------------
#> Dimensions: 100x100 (10000 cells)
#> Resolution: 1.0x1.0
#> Extent : xmin=0.0, xmax=100.0, ymin=0.0, ymax=100.0
#> Values : min=0.0, max=1.0
#> Parameters: width = 100, height = 100, boundary_position = 0.441980333859101, n_clusters = 8, cluster_radius = 7, cluster_zone = 0.299922896921635, elongation_x = 0.669052553595975, elongation_y = 0.65326046012342, rotation = 231
#>
