st_network_blend: Blend geospatial points into a spatial network

In sfnetworks: Tidy Geospatial Networks

Blend geospatial points into a spatial network

Description

Blending a point into a network is the combined process of first snapping the given point to its nearest point on its nearest edge in the network, subsequently splitting that edge at the location of the snapped point, and finally adding the snapped point as node to the network. If the location of the snapped point is already a node in the network, the attributes of the point (if any) will be joined to that node.

Usage

st_network_blend(x, y, tolerance = Inf)

Arguments

x	An object of class sfnetwork.
y	The spatial features to be blended, either as object of class sf or sfc, with POINT geometries.
tolerance	The tolerance distance to be used. Only features that are at least as close to the network as the tolerance distance will be blended. Should be a non-negative number preferably given as an object of class units. Otherwise, it will be assumed that the unit is meters. If set to Inf all features will be blended. Defaults to Inf.

Details

There are two important details to be aware of. Firstly: when the snap locations of multiple points are equal, only the first of these points is blended into the network. By arranging y before blending you can influence which (type of) point is given priority in such cases. Secondly: when the snap location of a point intersects with multiple edges, it is only blended into the first of these edges. You might want to run the to_spatial_subdivision morpher after blending, such that intersecting but unconnected edges get connected.

Value

The blended network as an object of class sfnetwork.

Note

Due to internal rounding of rational numbers, it may occur that the intersection point between a line and a point is not evaluated as actually intersecting that line by the designated algorithm. Instead, the intersection point lies a tiny-bit away from the edge. Therefore, it is recommended to set the tolerance to a very small number (for example 1e-5) even if you only want to blend points that intersect the line.

Examples

library(sf, quietly = TRUE)

# Create a network and a set of points to blend.
n11 = st_point(c(0,0))
n12 = st_point(c(1,1))
e1 = st_sfc(st_linestring(c(n11, n12)), crs = 3857)

n21 = n12
n22 = st_point(c(0,2))
e2 = st_sfc(st_linestring(c(n21, n22)), crs = 3857)

n31 = n22
n32 = st_point(c(-1,1))
e3 = st_sfc(st_linestring(c(n31, n32)), crs = 3857)

net = as_sfnetwork(c(e1,e2,e3))

pts = net %>%
  st_bbox() %>%
  st_as_sfc() %>%
  st_sample(10, type = "random") %>%
  st_set_crs(3857) %>%
  st_cast('POINT')

# Blend points into the network.
# --> By default tolerance is set to Inf
# --> Meaning that all points get blended
b1 = st_network_blend(net, pts)
b1

# Blend points with a tolerance.
tol = units::set_units(0.2, "m")
b2 = st_network_blend(net, pts, tolerance = tol)
b2

## Plot results.
# Initial network and points.
oldpar = par(no.readonly = TRUE)
par(mar = c(1,1,1,1), mfrow = c(1,3))
plot(net, cex = 2, main = "Network + set of points")
plot(pts, cex = 2, col = "red", pch = 20, add = TRUE)

# Blend with no tolerance
plot(b1, cex = 2, main = "Blend with tolerance = Inf")
plot(pts, cex = 2, col = "red", pch = 20, add = TRUE)

# Blend with tolerance.
within = st_is_within_distance(pts, st_geometry(net, "edges"), tol)
pts_within = pts[lengths(within) > 0]
plot(b2, cex = 2, main = "Blend with tolerance = 0.2 m")
plot(pts, cex = 2, col = "grey", pch = 20, add = TRUE)
plot(pts_within, cex = 2, col = "red", pch = 20, add = TRUE)
par(oldpar)

sfnetworks documentation built on May 29, 2024, 8:32 a.m.