Note
Go to the end to download the full example code.
FMUPointToFieldFunction basics#
FMUPointToFieldFunction wraps the FMU into an
openturns.PointToFieldFunction object.
This kind of function accepts openturns.Point or
openturns.Sample as inputs, and outputs a
openturns.Sample or a set of openturns.Field.
import openturns as ot
import otfmi.example.utility
import openturns.viewer as viewer
First, retrieve the path to epid.fmu.
path_fmu = otfmi.example.utility.get_path_fmu("epid")
Wrap the FMU in an openturns.PointToFieldFunction object:
function = otfmi.FMUPointToFieldFunction(
path_fmu,
inputs_fmu=["infection_rate"],
outputs_fmu=["infected", "susceptible", "removed"],
start_time=0.0,
final_time=15.0,
)
Note
The start and final times must define an interval comprising the mesh. Setting manually the start and final times is recommended to avoid uncontrolled simulation duration.
Simulate the function on an input openturns.Point yields an output
as openturns.Sample, corresponding to the output evolution over time
Retrieve the simulation mesh
timeGrid = function.getOutputMesh().getVertices()
Plot the data
graph = ot.Graph("Simulation data", "Simulation time (days)", "Number of individuals", True)
graph.setLegendPosition("upper right")
for i in range(function.getOutputDimension()):
curve = ot.Curve(timeGrid, y[:, i])
graph.add(curve)
graph.setLegends(function.getOutputDescription())
graph.setColors(["red", "blue", "green"])
view = viewer.View(graph)
Simulate the function on a input openturns.Sample yields a set of
fields called openturns.ProcessSample:
[field 0:
[ t infected susceptible removed ]
0 : [ 0 1 762 0 ]
1 : [ 0.1 1.15797 761.789 0.0527561 ]
2 : [ 0.2 1.34053 761.546 0.113748 ]
3 : [ 0.3 1.55145 761.264 0.184244 ]
4 : [ 0.4 1.79618 760.938 0.266086 ]
5 : [ 0.5 2.07889 760.56 0.360685 ]
6 : [ 0.6 2.40535 760.125 0.47 ]
7 : [ 0.7 2.78394 759.619 0.596874 ]
8 : [ 0.8 3.22099 759.036 0.743477 ]
9 : [ 0.9 3.72531 758.362 0.912825 ]
10 : [ 1 4.30964 757.581 1.10929 ]
11 : [ 1.1 4.98352 756.68 1.33619 ]
12 : [ 1.2 5.76024 755.642 1.59815 ]
13 : [ 1.3 6.65894 754.439 1.90186 ]
14 : [ 1.4 7.6938 753.054 2.25235 ]
15 : [ 1.5 8.88445 751.459 2.65665 ]
16 : [ 1.6 10.2592 749.616 3.12489 ]
17 : [ 1.7 11.8385 747.497 3.66464 ]
18 : [ 1.8 13.6506 745.063 4.28642 ]
19 : [ 1.9 15.7361 742.258 5.00541 ]
20 : [ 2 18.1233 739.044 5.83275 ]
21 : [ 2.1 20.851 735.365 6.78391 ]
22 : [ 2.2 23.9749 731.144 7.88113 ]
23 : [ 2.3 27.5311 726.329 9.14034 ]
24 : [ 2.4 31.5692 720.847 10.5836 ]
25 : [ 2.5 36.1597 714.598 12.2425 ]
26 : [ 2.6 41.3426 707.519 14.1388 ]
27 : [ 2.7 47.1733 699.524 16.3025 ]
28 : [ 2.8 53.7293 690.494 18.7764 ]
29 : [ 2.9 61.0422 680.37 21.5878 ]
30 : [ 3 69.1578 669.067 24.7747 ]
31 : [ 3.1 78.1392 656.47 28.391 ]
32 : [ 3.2 87.9855 642.548 32.4669 ]
33 : [ 3.3 98.7031 627.252 37.0451 ]
34 : [ 3.4 110.303 610.511 42.1858 ]
35 : [ 3.5 122.718 592.367 47.9152 ]
36 : [ 3.6 135.879 572.849 54.2722 ]
37 : [ 3.7 149.702 551.985 61.3127 ]
38 : [ 3.8 164.032 529.922 69.0469 ]
39 : [ 3.9 178.704 506.799 77.497 ]
40 : [ 4 193.528 482.773 86.6989 ]
41 : [ 4.1 208.281 458.085 96.6341 ]
42 : [ 4.2 222.739 432.966 107.296 ]
43 : [ 4.3 236.65 407.665 118.685 ]
44 : [ 4.4 249.803 382.445 130.751 ]
45 : [ 4.5 261.995 357.552 143.453 ]
46 : [ 4.6 273.007 333.237 156.755 ]
47 : [ 4.7 282.727 309.692 170.581 ]
48 : [ 4.8 291.048 287.088 184.864 ]
49 : [ 4.9 297.856 265.598 199.545 ]
50 : [ 5 303.17 245.293 214.537 ]
51 : [ 5.1 306.998 226.236 229.766 ]
52 : [ 5.2 309.338 208.499 245.163 ]
53 : [ 5.3 310.303 192.045 260.652 ]
54 : [ 5.4 309.981 176.853 276.167 ]
55 : [ 5.5 308.439 162.919 291.642 ]
56 : [ 5.6 305.829 150.149 307.022 ]
57 : [ 5.7 302.263 138.48 322.257 ]
58 : [ 5.8 297.837 127.87 337.293 ]
59 : [ 5.9 292.69 118.212 352.097 ]
60 : [ 6 286.93 109.433 366.636 ]
61 : [ 6.1 280.645 101.484 380.871 ]
62 : [ 6.2 273.945 94.2667 394.788 ]
63 : [ 6.3 266.916 87.7171 408.367 ]
64 : [ 6.4 259.628 81.7898 421.582 ]
65 : [ 6.5 252.159 76.408 434.433 ]
66 : [ 6.6 244.568 71.5195 446.913 ]
67 : [ 6.7 236.908 67.0886 459.003 ]
68 : [ 6.8 229.228 63.0574 470.714 ]
69 : [ 6.9 221.568 59.3866 482.045 ]
70 : [ 7 213.963 56.0499 492.987 ]
71 : [ 7.1 206.442 53.0048 503.553 ]
72 : [ 7.2 199.029 50.2228 513.748 ]
73 : [ 7.3 191.747 47.6848 523.568 ]
74 : [ 7.4 184.61 45.3602 533.03 ]
75 : [ 7.5 177.63 43.2285 542.141 ]
76 : [ 7.6 170.824 41.2762 550.9 ]
77 : [ 7.7 164.195 39.4812 559.324 ]
78 : [ 7.8 157.748 37.8288 567.424 ]
79 : [ 7.9 151.493 36.3096 575.198 ]
80 : [ 8 145.427 34.9074 582.665 ]
81 : [ 8.1 139.552 33.6118 589.836 ]
82 : [ 8.2 133.873 32.4161 596.711 ]
83 : [ 8.3 128.384 31.3085 603.308 ]
84 : [ 8.4 123.083 30.2814 609.636 ]
85 : [ 8.5 117.972 29.3301 615.697 ]
86 : [ 8.6 113.045 28.446 621.509 ]
87 : [ 8.7 108.297 27.6234 627.08 ]
88 : [ 8.8 103.729 26.859 632.412 ]
89 : [ 8.9 99.3328 26.1463 637.521 ]
90 : [ 9 95.1037 25.4813 642.415 ]
91 : [ 9.1 91.0421 24.8614 647.096 ]
92 : [ 9.2 87.1385 24.2819 651.58 ]
93 : [ 9.3 83.3882 23.7396 655.872 ]
94 : [ 9.4 79.7909 23.2328 659.976 ]
95 : [ 9.5 76.3374 22.7578 663.905 ]
96 : [ 9.6 73.023 22.3122 667.665 ]
97 : [ 9.7 69.847 21.8947 671.258 ]
98 : [ 9.8 66.8007 21.5025 674.697 ]
99 : [ 9.9 63.8794 21.1338 677.987 ]
100 : [ 10 61.0825 20.7876 681.13 ]
101 : [ 10.1 58.4016 20.4617 684.137 ]
102 : [ 10.2 55.8325 20.1548 687.013 ]
103 : [ 10.3 53.3743 19.866 689.76 ]
104 : [ 10.4 51.0195 19.5937 692.387 ]
105 : [ 10.5 48.7641 19.3368 694.899 ]
106 : [ 10.6 46.6072 19.0947 697.298 ]
107 : [ 10.7 44.542 18.8661 699.592 ]
108 : [ 10.8 42.5649 18.65 701.785 ]
109 : [ 10.9 40.6749 18.4461 703.879 ]
110 : [ 11 38.866 18.2532 705.881 ]
111 : [ 11.1 37.1349 18.0707 707.794 ]
112 : [ 11.2 35.4807 17.8983 709.621 ]
113 : [ 11.3 33.8979 17.735 711.367 ]
114 : [ 11.4 32.3837 17.5803 713.036 ]
115 : [ 11.5 30.9372 17.4339 714.629 ]
116 : [ 11.6 29.5535 17.2951 716.151 ]
117 : [ 11.7 28.2301 17.1635 717.606 ]
118 : [ 11.8 26.9662 17.0389 718.995 ]
119 : [ 11.9 25.7575 16.9207 720.322 ]
120 : [ 12 24.6017 16.8085 721.59 ]
121 : [ 12.1 23.4981 16.7021 722.8 ]
122 : [ 12.2 22.4428 16.6011 723.956 ]
123 : [ 12.3 21.434 16.5051 725.061 ]
124 : [ 12.4 20.4708 16.4141 726.115 ]
125 : [ 12.5 19.5501 16.3275 727.122 ]
126 : [ 12.6 18.6699 16.2453 728.085 ]
127 : [ 12.7 17.8298 16.1672 729.003 ]
128 : [ 12.8 17.0267 16.093 729.88 ]
129 : [ 12.9 16.2592 16.0224 730.718 ]
130 : [ 13 15.5266 15.9553 731.518 ]
131 : [ 13.1 14.8264 15.8915 732.282 ]
132 : [ 13.2 14.1573 15.8308 733.012 ]
133 : [ 13.3 13.5188 15.7731 733.708 ]
134 : [ 13.4 12.9086 15.7181 734.373 ]
135 : [ 13.5 12.3254 15.6658 735.009 ]
136 : [ 13.6 11.769 15.6161 735.615 ]
137 : [ 13.7 11.2373 15.5688 736.194 ]
138 : [ 13.8 10.7293 15.5237 736.747 ]
139 : [ 13.9 10.2445 15.4808 737.275 ]
140 : [ 14 9.78135 15.4399 737.779 ]
141 : [ 14.1 9.33882 15.401 738.26 ]
142 : [ 14.2 8.9166 15.3639 738.719 ]
143 : [ 14.3 8.51321 15.3286 739.158 ]
144 : [ 14.4 8.12781 15.295 739.577 ]
145 : [ 14.5 7.76013 15.2629 739.977 ]
146 : [ 14.6 7.40886 15.2324 740.359 ]
147 : [ 14.7 7.07328 15.2033 740.723 ]
148 : [ 14.8 6.75314 15.1756 741.071 ]
149 : [ 14.9 6.44731 15.1492 741.404 ]
150 : [ 15 6.15515 15.124 741.721 ]
field 1:
[ t infected susceptible removed ]
0 : [ 0 1 762 0 ]
1 : [ 0.1 1.18596 761.761 0.0532276 ]
2 : [ 0.2 1.40598 761.478 0.116233 ]
3 : [ 0.3 1.6662 761.143 0.190789 ]
4 : [ 0.4 1.97554 760.745 0.279469 ]
5 : [ 0.5 2.34134 760.274 0.384411 ]
6 : [ 0.6 2.7737 759.718 0.508553 ]
7 : [ 0.7 3.28723 759.057 0.656154 ]
8 : [ 0.8 3.89395 758.275 0.830743 ]
9 : [ 0.9 4.6103 757.353 1.03717 ]
10 : [ 1 5.46001 756.258 1.28244 ]
11 : [ 1.1 6.46236 754.965 1.57234 ]
12 : [ 1.2 7.6437 753.441 1.9148 ]
13 : [ 1.3 9.04191 751.637 2.32129 ]
14 : [ 1.4 10.6871 749.512 2.80114 ]
15 : [ 1.5 12.6204 747.012 3.36718 ]
16 : [ 1.6 14.9003 744.062 4.03785 ]
17 : [ 1.7 17.5718 740.6 4.82799 ]
18 : [ 1.8 20.6958 736.546 5.75783 ]
19 : [ 1.9 24.3583 731.785 6.8564 ]
20 : [ 2 28.621 726.233 8.14644 ]
21 : [ 2.1 33.5666 719.775 9.65879 ]
22 : [ 2.2 39.3095 712.253 11.4374 ]
23 : [ 2.3 45.9218 703.563 13.515 ]
24 : [ 2.4 53.4979 693.566 15.936 ]
25 : [ 2.5 62.1642 682.073 18.7627 ]
26 : [ 2.6 71.9751 668.987 22.038 ]
27 : [ 2.7 83.0003 654.18 25.8195 ]
28 : [ 2.8 95.3258 637.488 30.1865 ]
29 : [ 2.9 108.929 618.885 35.1859 ]
30 : [ 3 123.782 598.338 40.8802 ]
31 : [ 3.1 139.84 575.806 47.3541 ]
32 : [ 3.2 156.928 551.43 54.6415 ]
33 : [ 3.3 174.848 525.362 62.7898 ]
34 : [ 3.4 193.351 497.786 71.8637 ]
35 : [ 3.5 212.096 469.045 81.859 ]
36 : [ 3.6 230.731 439.487 92.7817 ]
37 : [ 3.7 248.853 409.5 104.647 ]
38 : [ 3.8 266.088 379.516 117.396 ]
39 : [ 3.9 282.085 349.938 130.977 ]
40 : [ 4 296.478 321.175 145.347 ]
41 : [ 4.1 309.06 293.542 160.399 ]
42 : [ 4.2 319.656 267.304 176.039 ]
43 : [ 4.3 328.102 242.715 192.182 ]
44 : [ 4.4 334.435 219.859 208.706 ]
45 : [ 4.5 338.694 198.798 225.508 ]
46 : [ 4.6 340.915 179.595 242.49 ]
47 : [ 4.7 341.297 162.153 259.55 ]
48 : [ 4.8 340.002 146.399 276.599 ]
49 : [ 4.9 337.168 132.279 293.553 ]
50 : [ 5 333.028 119.628 310.344 ]
51 : [ 5.1 327.767 108.324 326.909 ]
52 : [ 5.2 321.534 98.2774 343.189 ]
53 : [ 5.3 314.525 89.3291 359.146 ]
54 : [ 5.4 306.891 81.3652 374.744 ]
55 : [ 5.5 298.753 74.3034 389.944 ]
56 : [ 5.6 290.249 68.0173 404.734 ]
57 : [ 5.7 281.483 62.4193 419.098 ]
58 : [ 5.8 272.542 57.4465 433.012 ]
59 : [ 5.9 263.511 53.0084 446.481 ]
60 : [ 6 254.455 49.0426 459.503 ]
61 : [ 6.1 245.432 45.5054 472.063 ]
62 : [ 6.2 236.488 42.3345 484.177 ]
63 : [ 6.3 227.661 39.4873 495.851 ]
64 : [ 6.4 218.988 36.9345 507.078 ]
65 : [ 6.5 210.489 34.6338 517.878 ]
66 : [ 6.6 202.183 32.5569 528.26 ]
67 : [ 6.7 194.093 30.684 538.223 ]
68 : [ 6.8 186.225 28.9867 547.789 ]
69 : [ 6.9 178.585 27.4459 556.969 ]
70 : [ 7 171.187 26.0486 565.764 ]
71 : [ 7.1 164.027 24.7753 574.198 ]
72 : [ 7.2 157.106 23.6133 582.28 ]
73 : [ 7.3 150.432 22.5537 590.015 ]
74 : [ 7.4 143.994 21.5833 597.423 ]
75 : [ 7.5 137.791 20.6931 604.516 ]
76 : [ 7.6 131.825 19.8773 611.297 ]
77 : [ 7.7 126.086 19.1266 617.787 ]
78 : [ 7.8 120.568 18.4348 623.997 ]
79 : [ 7.9 115.273 17.7979 629.929 ]
80 : [ 8 110.188 17.2092 635.603 ]
81 : [ 8.1 105.307 16.6645 641.029 ]
82 : [ 8.2 100.63 16.1609 646.209 ]
83 : [ 8.3 96.1449 15.6937 651.161 ]
84 : [ 8.4 91.8454 15.2597 655.895 ]
85 : [ 8.5 87.7306 14.857 660.412 ]
86 : [ 8.6 83.7886 14.4821 664.729 ]
87 : [ 8.7 80.0134 14.1327 668.854 ]
88 : [ 8.8 76.4035 13.8075 672.789 ]
89 : [ 8.9 72.9482 13.5037 676.548 ]
90 : [ 9 69.6414 13.2198 680.139 ]
91 : [ 9.1 66.4819 12.9547 683.563 ]
92 : [ 9.2 63.4594 12.7065 686.834 ]
93 : [ 9.3 60.5687 12.4739 689.957 ]
94 : [ 9.4 57.8081 12.2562 692.936 ]
95 : [ 9.5 55.1687 12.0518 695.779 ]
96 : [ 9.6 52.6455 11.8599 698.495 ]
97 : [ 9.7 50.2371 11.6798 701.083 ]
98 : [ 9.8 47.9353 11.5105 703.554 ]
99 : [ 9.9 45.7357 11.3511 705.913 ]
100 : [ 10 43.6369 11.2012 708.162 ]
101 : [ 10.1 41.6316 11.0601 710.308 ]
102 : [ 10.2 39.7161 10.927 712.357 ]
103 : [ 10.3 37.8888 10.8017 714.31 ]
104 : [ 10.4 36.1435 10.6834 716.173 ]
105 : [ 10.5 34.4766 10.5717 717.952 ]
106 : [ 10.6 32.8869 10.4664 719.647 ]
107 : [ 10.7 31.3689 10.3669 721.264 ]
108 : [ 10.8 29.9195 10.2728 722.808 ]
109 : [ 10.9 28.5375 10.184 724.279 ]
110 : [ 11 27.218 10.0999 725.682 ]
111 : [ 11.1 25.9583 10.0204 727.021 ]
112 : [ 11.2 24.7574 9.94518 728.297 ]
113 : [ 11.3 23.611 9.87394 729.515 ]
114 : [ 11.4 22.5168 9.80644 730.677 ]
115 : [ 11.5 21.4738 9.74257 731.784 ]
116 : [ 11.6 20.4782 9.68202 732.84 ]
117 : [ 11.7 19.5281 9.6246 733.847 ]
118 : [ 11.8 18.6225 9.57022 734.807 ]
119 : [ 11.9 17.7582 9.51863 735.723 ]
120 : [ 12 16.9335 9.46966 736.597 ]
121 : [ 12.1 16.1475 9.42326 737.429 ]
122 : [ 12.2 15.3974 9.37919 738.223 ]
123 : [ 12.3 14.6817 9.33735 738.981 ]
124 : [ 12.4 13.9997 9.29767 739.703 ]
125 : [ 12.5 13.3489 9.25997 740.391 ]
126 : [ 12.6 12.728 9.22415 741.048 ]
127 : [ 12.7 12.1363 9.19016 741.674 ]
128 : [ 12.8 11.5718 9.15785 742.27 ]
129 : [ 12.9 11.0332 9.12713 742.84 ]
130 : [ 13 10.52 9.09797 743.382 ]
131 : [ 13.1 10.0304 9.07024 743.899 ]
132 : [ 13.2 9.56326 9.04387 744.393 ]
133 : [ 13.3 9.11824 9.01882 744.863 ]
134 : [ 13.4 8.69366 8.99499 745.311 ]
135 : [ 13.5 8.28861 8.97232 745.739 ]
136 : [ 13.6 7.90274 8.95078 746.146 ]
137 : [ 13.7 7.53461 8.93028 746.535 ]
138 : [ 13.8 7.18342 8.91077 746.906 ]
139 : [ 13.9 6.84887 8.89223 747.259 ]
140 : [ 14 6.52972 8.87458 747.596 ]
141 : [ 14.1 6.22527 8.85777 747.917 ]
142 : [ 14.2 5.93526 8.8418 748.223 ]
143 : [ 14.3 5.6586 8.82659 748.515 ]
144 : [ 14.4 5.39469 8.8121 748.793 ]
145 : [ 14.5 5.14329 8.79833 749.058 ]
146 : [ 14.6 4.90349 8.78521 749.311 ]
147 : [ 14.7 4.67474 8.77272 749.553 ]
148 : [ 14.8 4.45684 8.76084 749.782 ]
149 : [ 14.9 4.249 8.74952 750.001 ]
150 : [ 15 4.05074 8.73874 750.211 ]
field 2:
[ t infected susceptible removed ]
0 : [ 0 1 762 0 ]
1 : [ 0.1 1.21442 761.732 0.0537026 ]
2 : [ 0.2 1.47413 761.407 0.118777 ]
3 : [ 0.3 1.78853 761.014 0.197599 ]
4 : [ 0.4 2.17132 760.535 0.293637 ]
5 : [ 0.5 2.63462 759.955 0.409969 ]
6 : [ 0.6 3.19499 759.254 0.550821 ]
7 : [ 0.7 3.87652 758.401 0.722343 ]
8 : [ 0.8 4.70033 757.37 0.929984 ]
9 : [ 0.9 5.69523 756.124 1.1812 ]
10 : [ 1 6.90289 754.61 1.48683 ]
11 : [ 1.1 8.35934 752.784 1.85642 ]
12 : [ 1.2 10.1134 750.584 2.30296 ]
13 : [ 1.3 12.2354 747.919 2.84534 ]
14 : [ 1.4 14.7841 744.716 3.49991 ]
15 : [ 1.5 17.839 740.872 4.28896 ]
16 : [ 1.6 21.5122 736.243 5.24453 ]
17 : [ 1.7 25.8933 730.713 6.39385 ]
18 : [ 1.8 31.1001 724.126 7.77364 ]
19 : [ 1.9 37.2959 716.268 9.43623 ]
20 : [ 2 44.5963 706.98 11.4242 ]
21 : [ 2.1 53.1486 696.057 13.7944 ]
22 : [ 2.2 63.1469 683.227 16.6261 ]
23 : [ 2.3 74.6907 668.33 19.9793 ]
24 : [ 2.4 87.896 651.172 23.9318 ]
25 : [ 2.5 102.896 631.514 28.5898 ]
26 : [ 2.6 119.662 609.317 34.0213 ]
27 : [ 2.7 138.138 584.55 40.3121 ]
28 : [ 2.8 158.221 557.204 47.575 ]
29 : [ 2.9 179.604 527.54 55.8559 ]
30 : [ 3 201.922 495.865 65.2127 ]
31 : [ 3.1 224.714 462.567 75.7184 ]
32 : [ 3.2 247.411 428.236 87.3528 ]
33 : [ 3.3 269.429 393.469 100.101 ]
34 : [ 3.4 290.138 358.911 113.952 ]
35 : [ 3.5 309.031 325.172 128.797 ]
36 : [ 3.6 325.671 292.788 144.541 ]
37 : [ 3.7 339.65 262.263 161.086 ]
38 : [ 3.8 350.854 233.87 178.276 ]
39 : [ 3.9 359.223 207.806 195.972 ]
40 : [ 4 364.729 184.229 214.042 ]
41 : [ 4.1 367.609 163.053 232.339 ]
42 : [ 4.2 368.074 144.19 250.736 ]
43 : [ 4.3 366.322 127.562 269.116 ]
44 : [ 4.4 362.697 112.928 287.375 ]
45 : [ 4.5 357.475 100.099 305.427 ]
46 : [ 4.6 350.885 88.9284 323.186 ]
47 : [ 4.7 343.22 79.1793 340.6 ]
48 : [ 4.8 334.702 70.6788 357.619 ]
49 : [ 4.9 325.511 63.2983 374.191 ]
50 : [ 5 315.841 56.8599 390.299 ]
51 : [ 5.1 305.839 51.2386 405.922 ]
52 : [ 5.2 295.626 46.3435 421.031 ]
53 : [ 5.3 285.313 42.0557 435.632 ]
54 : [ 5.4 274.985 38.293 449.722 ]
55 : [ 5.5 264.718 34.9966 463.286 ]
56 : [ 5.6 254.566 32.0905 476.343 ]
57 : [ 5.7 244.576 29.5228 488.901 ]
58 : [ 5.8 234.79 27.2566 500.953 ]
59 : [ 5.9 225.232 25.244 512.524 ]
60 : [ 6 215.921 23.4524 523.627 ]
61 : [ 6.1 206.882 21.8588 534.259 ]
62 : [ 6.2 198.118 20.433 544.449 ]
63 : [ 6.3 189.636 19.1542 554.209 ]
64 : [ 6.4 181.449 18.0082 563.543 ]
65 : [ 6.5 173.549 16.9754 572.476 ]
66 : [ 6.6 165.935 16.0426 581.023 ]
67 : [ 6.7 158.613 15.2007 589.187 ]
68 : [ 6.8 151.57 14.4369 596.993 ]
69 : [ 6.9 144.802 13.7426 604.455 ]
70 : [ 7 138.311 13.1119 611.578 ]
71 : [ 7.1 132.081 12.5362 618.383 ]
72 : [ 7.2 126.106 12.0098 624.885 ]
73 : [ 7.3 120.385 11.5288 631.086 ]
74 : [ 7.4 114.904 11.0874 637.008 ]
75 : [ 7.5 109.655 10.6816 642.663 ]
76 : [ 7.6 104.636 10.309 648.055 ]
77 : [ 7.7 99.8326 9.96539 653.202 ]
78 : [ 7.8 95.2372 9.64806 658.115 ]
79 : [ 7.9 90.8479 9.35529 662.797 ]
80 : [ 8 86.6508 9.08415 667.265 ]
81 : [ 8.1 82.6386 8.83274 671.529 ]
82 : [ 8.2 78.8091 8.59984 675.591 ]
83 : [ 8.3 75.1499 8.38335 679.467 ]
84 : [ 8.4 71.6539 8.18189 683.164 ]
85 : [ 8.5 68.3191 7.99461 686.686 ]
86 : [ 8.6 65.1341 7.81995 690.046 ]
87 : [ 8.7 62.0927 7.65691 693.25 ]
88 : [ 8.8 59.1928 7.50487 696.302 ]
89 : [ 8.9 56.4243 7.36267 699.213 ]
90 : [ 9 53.7816 7.22957 701.989 ]
91 : [ 9.1 51.2627 7.10512 704.632 ]
92 : [ 9.2 48.8588 6.98843 707.153 ]
93 : [ 9.3 46.5647 6.87895 709.556 ]
94 : [ 9.4 44.3788 6.77634 711.845 ]
95 : [ 9.5 42.2932 6.67993 714.027 ]
96 : [ 9.6 40.3034 6.58928 716.107 ]
97 : [ 9.7 38.4078 6.50415 718.088 ]
98 : [ 9.8 36.5995 6.42401 719.976 ]
99 : [ 9.9 34.8747 6.34852 721.777 ]
100 : [ 10 33.2318 6.27751 723.491 ]
101 : [ 10.1 31.6649 6.21055 725.125 ]
102 : [ 10.2 30.1705 6.14738 726.682 ]
103 : [ 10.3 28.7474 6.08786 728.165 ]
104 : [ 10.4 27.3902 6.03165 729.578 ]
105 : [ 10.5 26.096 5.97856 730.925 ]
106 : [ 10.6 24.8637 5.92847 732.208 ]
107 : [ 10.7 23.6887 5.88111 733.43 ]
108 : [ 10.8 22.5683 5.83632 734.595 ]
109 : [ 10.9 21.5016 5.79402 735.704 ]
110 : [ 11 20.4845 5.75398 736.762 ]
111 : [ 11.1 19.5148 5.71607 737.769 ]
112 : [ 11.2 18.5917 5.68023 738.728 ]
113 : [ 11.3 17.7117 5.64628 739.642 ]
114 : [ 11.4 16.8727 5.61411 740.513 ]
115 : [ 11.5 16.074 5.58367 741.342 ]
116 : [ 11.6 15.3126 5.55481 742.133 ]
117 : [ 11.7 14.5868 5.52744 742.886 ]
118 : [ 11.8 13.896 5.50152 743.603 ]
119 : [ 11.9 13.2374 5.47693 744.286 ]
120 : [ 12 12.6097 5.45359 744.937 ]
121 : [ 12.1 12.0121 5.43148 745.556 ]
122 : [ 12.2 11.4426 5.41049 746.147 ]
123 : [ 12.3 10.8997 5.39056 746.71 ]
124 : [ 12.4 10.383 5.37166 747.245 ]
125 : [ 12.5 9.89054 5.35372 747.756 ]
126 : [ 12.6 9.42113 5.33667 748.242 ]
127 : [ 12.7 8.97437 5.3205 748.705 ]
128 : [ 12.8 8.54855 5.30513 749.146 ]
129 : [ 12.9 8.1427 5.29053 749.567 ]
130 : [ 13 7.75644 5.27667 749.967 ]
131 : [ 13.1 7.38831 5.2635 750.348 ]
132 : [ 13.2 7.03744 5.25097 750.712 ]
133 : [ 13.3 6.70353 5.23908 751.057 ]
134 : [ 13.4 6.38529 5.22778 751.387 ]
135 : [ 13.5 6.08199 5.21703 751.701 ]
136 : [ 13.6 5.79335 5.20682 752 ]
137 : [ 13.7 5.51826 5.1971 752.285 ]
138 : [ 13.8 5.25609 5.18787 752.556 ]
139 : [ 13.9 5.00659 5.17909 752.814 ]
140 : [ 14 4.76882 5.17074 753.06 ]
141 : [ 14.1 4.54221 5.1628 753.295 ]
142 : [ 14.2 4.32657 5.15525 753.518 ]
143 : [ 14.3 4.12106 5.14807 753.731 ]
144 : [ 14.4 3.92521 5.14124 753.934 ]
145 : [ 14.5 3.73883 5.13474 754.126 ]
146 : [ 14.6 3.56121 5.12856 754.31 ]
147 : [ 14.7 3.39194 5.12267 754.485 ]
148 : [ 14.8 3.23087 5.11708 754.652 ]
149 : [ 14.9 3.07736 5.11176 754.811 ]
150 : [ 15 2.93108 5.10669 754.962 ]]
Visualize the time evolution of the infected over time, depending on the
infection_rate value:
gridLayout = Y.draw()
graph = gridLayout.getGraph(0, 0)
graph.setTitle("")
graph.setXTitle("Simulation time (days)")
graph.setYTitle(function.getOutputDescription()[0])
graph.setLegends([str(line[0]) for line in X])
view = viewer.View(graph, legend_kw={"title": "infection rate"})
Show all plots
view.ShowAll()
Total running time of the script: (0 minutes 0.225 seconds)