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#!/usr/bin/env python | |
""" | |
latlon2cartesian.py | |
!! These are parameterized differently than stuff listed in textbooks... | |
!!!!!! gist `bkj/latlon2cartesian-new.py` has better API | |
""" | |
import numpy as np | |
EARTH_RADIUS = 6371 | |
def haversine_distance(point1, point2, radius=EARTH_RADIUS): | |
latitude1, longitude1 = np.radians(point1) | |
latitude2, longitude2 = np.radians(point2) | |
dlongitude = longitude2 - longitude1 | |
dlatitude = latitude2 - latitude1 | |
a = np.sin(dlatitude/2)**2 + np.cos(latitude1) * np.cos(latitude2) * np.sin(dlongitude/2)**2 | |
c = 2 * np.arcsin(np.sqrt(a)) | |
km = radius * c | |
return km | |
def latlon2cartesian(latlon, d=1): | |
lat, lon = np.radians(latlon) | |
return np.array([ | |
d * np.cos(lat) * np.cos(-lon), # x | |
d * np.cos(lat) * np.sin(-lon), # y | |
d * np.sin(lat), # z | |
]) | |
def latlon2cartesian_vec(latlon, d=1): | |
latlon = np.radians(latlon) | |
return np.array([ | |
d * np.cos(latlon[:,0]) * np.cos(-latlon[:,1]), # x | |
d * np.cos(latlon[:,0]) * np.sin(-latlon[:,1]), # y | |
d * np.sin(latlon[:,0]), # z | |
]).T | |
def cartesian2latlon(xyz): | |
xyz /= np.sqrt((xyz ** 2).sum()) | |
x, y, z = xyz | |
latlon = np.array([ | |
np.pi / 2 - np.arccos(z), # lat | |
- np.arctan2(y, x), # lon | |
]) | |
return np.degrees(latlon) | |
if __name__ == "__main__": | |
# Some points | |
chicago = np.array([41.8781, -87.6298]) | |
auckland = np.array([-36.8485, 174.7633]) | |
beijing = np.array([39.9042, 116.4074]) | |
# Unit norm | |
assert (latlon2cartesian(chicago) ** 2).sum() == 1, '(chicago) norm != 1' | |
assert (latlon2cartesian(auckland) ** 2).sum() == 1, '(auckland) norm != 1' | |
assert (latlon2cartesian(beijing) ** 2).sum() == 1, '(beijing) norm != 1' | |
# Reversible | |
assert np.allclose(cartesian2latlon(latlon2cartesian(chicago)), chicago), '(chicago) reversal failed' | |
assert np.allclose(cartesian2latlon(latlon2cartesian(auckland)), auckland), '(auckland) reversal failed' | |
assert np.allclose(cartesian2latlon(latlon2cartesian(beijing)), beijing), '(beijing) reversal failed' | |
# Can compute distance | |
assert np.allclose( | |
haversine_distance(chicago, beijing), | |
EARTH_RADIUS * np.arccos((latlon2cartesian(chicago) * latlon2cartesian(beijing)).sum()), | |
), '(chicago -> beijing) bad distance' | |
assert np.allclose( | |
haversine_distance(chicago, auckland), | |
EARTH_RADIUS * np.arccos((latlon2cartesian(chicago) * latlon2cartesian(auckland)).sum()), | |
), '(chicago -> auckland) bad distance' | |
assert np.allclose( | |
haversine_distance(beijing, auckland), | |
EARTH_RADIUS * np.arccos((latlon2cartesian(beijing) * latlon2cartesian(auckland)).sum()), | |
), '(beijing -> auckland) bad distance' | |
print('pass') |
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