'Projection of a point to a line segment Python Shapely
I have a LineString defined by two points, so essentially a straight line segment, and I wanted to project a point on to it. I am aware of .project
and .interpolate
. However when the point is "outside" the segment, I don't want the closest point on the segment, but I want to extend the segment and draw a line going through the point and is orthogonal to the (extended) line segment. I want the coordinate of the projection.
For example if the point is "within" the segment
from shapely.geometry import Point
from shapely.geometry import LineString
point = Point(0.2, 0.5)
dist = LineString([(0, 1), (1, 1)]).project(point)
list(LineString([(0, 1), (1, 1)]).interpolate(dist).coords)
Anyone knows what to do when the point is outside of the segment?
Solution 1:[1]
It will be probably easiest to do this manually. If you denote the angle x - u - v
as alpha
, then
cos(alpha) = (v - u).(x - u) / (|x - u|*|v - u|)
where .
denotes the dot product, and | |
represents the Euclidean norm.
The distance d
of P(x)
from u
is therefore:
d = cos(alpha)*|x - u| = (v - u).(x - u) / |v - u|
Having calculated d
, the projected point P(x)
is then easily obtained as:
P(x) = u + d*(v - u)/|v - u|
The implementation:
import numpy as np
from shapely.geometry import Point
from shapely.geometry import LineString
point = Point(0.2, 0.5)
line = LineString([(0, 1), (1, 1)])
x = np.array(point.coords[0])
u = np.array(line.coords[0])
v = np.array(line.coords[len(line.coords)-1])
n = v - u
n /= np.linalg.norm(n, 2)
P = u + n*np.dot(x - u, n)
print(P) #0.2 1.
Solution 2:[2]
You may also consider using scikit-spatial
as follows:
from skspatial.objects import Line
line = Line.from_points(point_a=[0,1], point_b=[1,1])
point = (1.2, 0.5) # example of a point not "within" the line segment
projected_point = line.project_point(point)
print(projected_point)
Output:
[1.2 1. ]
Sources
This article follows the attribution requirements of Stack Overflow and is licensed under CC BY-SA 3.0.
Source: Stack Overflow
Solution | Source |
---|---|
Solution 1 | |
Solution 2 | s.ouchene |