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import math | |
import numpy as np | |
import scipy, scipy.interpolate | |
radians = math.pi / 180.0 | |
# Depth, Inclination, Direction | |
survey_data = [ [1.92, -89.098, 312.804], | |
[3.0, -89.148, 317.651], | |
[6.0, -89.259, 325.05], | |
[9.0, -89.206, 330.3], | |
[12.0, -89.232, 329.721], | |
[15.0, -89.268, 331.173], | |
[18.0, -89.224, 331.01099999999997], | |
[21.0, -89.231, 334.148], | |
[24.0, -89.288, 335.70799999999997] ] | |
original_data = np.array(survey_data) | |
DHS = original_data.copy() | |
radians = DHS.take([1,2],1) * radians | |
cos = np.cos(radians) | |
sin = np.sin(radians) | |
directions = np.zeros(shape = (DHS.shape[0],3),dtype = 'd') | |
np.multiply(cos[:,0],cos[:,1],directions[:,0]) | |
np.multiply(cos[:,0],sin[:,1],directions[:,1]) | |
directions[:,2] = sin[:,0] | |
inter, u = scipy.interpolate.splprep(directions.transpose(), u = DHS[:,0], s = 0, k = 3) | |
print( "Position at each point in dataset:" ) | |
for i in range(0, len(DHS)): | |
coord = scipy.interpolate.splint(0, DHS[i, 0], inter) | |
print("{} - {}, {}, {}".format(DHS[i,0], coord[0], coord[1], coord[2])) | |
print("\nPosition at even points along spline:") | |
for i in range(0, int(DHS[-1, 0])): | |
pos = scipy.interpolate.splint(0, i, inter) | |
print("{} - {}, {}, {}".format(i, pos[0], pos[1], pos[2])) | |
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$ python3 ./interpolate.py | |
Position at each point in dataset: | |
1.92 - 0.0, 0.0, 0.0 | |
3.0 - 0.011768740474603122, -0.011617451038488333, -1.0798732343929476 | |
6.0 - 0.04400874773674483, -0.03715285610355032, -4.079590739136859 | |
9.0 - 0.07790714445298916, -0.05821395360214117, -7.079324381029499 | |
12.0 - 0.11375407646308983, -0.0787789316752744, -10.079039917541477 | |
15.0 - 0.14761324040330698, -0.0980331862566914, -13.078786910853909 | |
18.0 - 0.18207435265381422, -0.11709852260096285, -16.078528190937057 | |
21.0 - 0.21818121456370504, -0.13601030482085064, -19.078251221143635 | |
24.0 - 0.2535592157262484, -0.1521833753145591, -22.07799899238067 | |
Position at even points along spline: | |
0 - 0.0, 0.0, 0.0 | |
1 - -0.009484899451329317, 0.01132419169216216, 0.9198816382268374 | |
2 - 0.0008575964173419639, -0.0009189940162013943, -0.07999012324148493 | |
3 - 0.011768740474603122, -0.011617451038488333, -1.0798732343929476 | |
4 - 0.022706415932142048, -0.021043008977450466, -2.0797690067522665 | |
5 - 0.033431676770034655, -0.02946551945326816, -3.0796761434328626 | |
6 - 0.04400874773674483, -0.03715285610355032, -4.079590739136859 | |
7 - 0.054778685016195504, -0.044367964754487975, -5.07950656755988 | |
8 - 0.06606964356554926, -0.05133641530354373, -6.079418242843801 | |
9 - 0.07790714445298916, -0.05821395360214117, -7.079324381029499 | |
10 - 0.09000914988239538, -0.06508369960569668, -8.079227638629284 | |
11 - 0.10202162112700804, -0.07195777514127995, -9.079131975470892 | |
12 - 0.11375407646308983, -0.0787789316752744, -10.079039917541477 | |
13 - 0.12519448874001454, -0.08542957631759196, -11.078952326870667 | |
14 - 0.13643760071757774, -0.09182943010037382, -12.078868607400263 | |
15 - 0.14761324040330698, -0.0980331862566914, -13.078786910853909 | |
16 - 0.15887501685711544, -0.1042261285904431, -14.078704293939968 | |
17 - 0.17034765870517918, -0.11057827526651859, -15.078618241713297 | |
18 - 0.18207435265381422, -0.11709852260096285, -16.078528190937057 | |
19 - 0.1940152343571133, -0.12363211621627945, -17.07843556305489 | |
20 - 0.20608344944707033, -0.12997868995959944, -18.078342603523236 | |
21 - 0.21818121456370504, -0.13601030482085064, -19.078251221143635 | |
22 - 0.23020309563052896, -0.14168217974350014, -20.07816288254752 | |
23 - 0.24203600785454507, -0.14703269162455432, -21.078078612196144 |
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