File:EDA sample-iterations.svg

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Description
Français : Itérations d'un algorithme à estimation de distribution
Auteur : Johann Dréo (User:Nojhan)
Date : 21 novembre 2006
Notes : AED continu, distribution mono-normale multi-variante, implémentation de oMetah, utilisée sur un problème globalement convexe à deux dimensions, graphique produit avec GNUplot, données et script reproduits plus bas.
English: Iterations of an estimation of distribution algorithm
Author: Johann Dréo (User:Nojhan)
Date: november, 21st, 2006
Notes: real-parameter EDA, mono-normal multi-variant distribution, implementation of oMetah, used on a globally convex problem with two dimensions, graphic generated with GNUplot, data and script given beyond.
Date 21 November 2006 (original upload date)
Source Own work
Author Nojhan

Licensing[edit]

I, the copyright holder of this work, hereby publish it under the following licenses:
GNU head Permission is granted to copy, distribute and/or modify this document under the terms of the GNU Free Documentation License, Version 1.2 or any later version published by the Free Software Foundation; with no Invariant Sections, no Front-Cover Texts, and no Back-Cover Texts. A copy of the license is included in the section entitled GNU Free Documentation License.
w:en:Creative Commons
attribution share alike
This file is licensed under the Creative Commons Attribution-Share Alike 3.0 Unported license.
You are free:
  • to share – to copy, distribute and transmit the work
  • to remix – to adapt the work
Under the following conditions:
  • attribution – You must give appropriate credit, provide a link to the license, and indicate if changes were made. You may do so in any reasonable manner, but not in any way that suggests the licensor endorses you or your use.
  • share alike – If you remix, transform, or build upon the material, you must distribute your contributions under the same or compatible license as the original.
This licensing tag was added to this file as part of the GFDL licensing update.
w:en:Creative Commons
attribution
This file is licensed under the Creative Commons Attribution 2.5 Generic license.
You are free:
  • to share – to copy, distribute and transmit the work
  • to remix – to adapt the work
Under the following conditions:
  • attribution – You must give appropriate credit, provide a link to the license, and indicate if changes were made. You may do so in any reasonable manner, but not in any way that suggests the licensor endorses you or your use.
You may select the license of your choice.
w:en:Creative Commons
attribution share alike
This file is licensed under the Creative Commons Attribution-Share Alike 2.0 France license.
You are free:
  • to share – to copy, distribute and transmit the work
  • to remix – to adapt the work
Under the following conditions:
  • attribution – You must give appropriate credit, provide a link to the license, and indicate if changes were made. You may do so in any reasonable manner, but not in any way that suggests the licensor endorses you or your use.
  • share alike – If you remix, transform, or build upon the material, you must distribute your contributions under the same or compatible license as the original.

GNUplot script:

set term svg size 600 600 dynamic
set output 'EDA_sample-iterations.svg'
set xlabel "x"
set ylabel "i"

plot "donnees.txt" index  0 using 4:1 notitle with points pt 6, \
     "donnees.txt" index  1 using 4:1  notitle with points pt 6, \
     "donnees.txt" index  2 using 4:1  notitle with points pt 6, \
     "donnees.txt" index  3 using 4:1  notitle with points pt 6, \
     "donnees.txt" index  4 using 4:1  notitle with points pt 6, \
     "donnees.txt" index  5 using 4:1 notitle with points pt 6, \
     "donnees.txt" index  6 using 4:1  notitle with points pt 6, \
     "donnees.txt" index  7 using 4:1 notitle with points pt 6, \
     "donnees.txt" index  8 using 4:1 notitle with points pt 6, \
     "donnees.txt" index  9 using 4:1 notitle with points pt 6, \
     "donnees.txt" index  10 using 4:1 notitle with points pt 6, \
     "donnees.txt" index  11 using 4:1  notitle with points pt 6, \
     "donnees.txt" index  12 using 4:1 notitle with points pt 6, \
     "donnees.txt" index  13 using 4:1  notitle with points pt 6, \
     "donnees.txt" index  14 using 4:1 notitle with points pt 6, \
     "donnees.txt" index  15 using 4:1 notitle with points pt 6, \
     "donnees.txt" index  16 using 4:1 notitle with points pt 6, \
     "donnees.txt" index  17 using 4:1 notitle with points pt 6, \
     "donnees.txt" index  18 using 4:1 notitle with points pt 6, \
     "donnees.txt" index  19 using 4:1 notitle with points pt 6, \
     "donnees.txt" index  20 using 4:1 notitle with points pt 6

DATA :

#Iteration Numero valeur vecteur...

1 1 671.421997 1.083679 18.298107 
1 2 1303.590576 10.956983 -24.314236 
1 3 9198.659180 -48.453575 -58.523571 
1 4 2682.624756 25.252386 -31.974592 
1 5 19606.642578 68.770378 -86.244392 
1 6 11876.658203 -18.018621 75.998810 
1 7 19780.289062 -36.103943 96.113632 
1 8 20182.339844 -82.999039 81.525787 
1 9 20565.498047 -79.498108 84.395554 
1 10 11090.654297 1.510243 74.457855 
1 11 4074.871094 -33.348053 38.481892 
1 12 1655.938721 11.389241 -27.616959 
1 13 19043.666016 -93.601234 71.702217 
1 14 17807.015625 -80.203102 75.413506 
1 15 471.481628 -10.148217 -13.561479 
1 16 15096.653320 21.253582 85.567528 
1 17 1955.496582 32.857136 -20.926929 
1 18 2003.402710 -12.306208 30.425016 
1 19 23496.218750 85.772713 89.828674 
1 20 2229.851562 -38.532852 19.296589 
1 21 5304.200195 56.615238 -32.393925 
1 22 19370.851562 61.050560 88.439331 
1 23 17719.613281 -86.705330 71.417366 
1 24 21255.994141 95.443665 77.929237 
1 25 10703.571289 9.055125 72.874352 
1 26 7282.497070 -8.445464 60.043884 
1 27 13871.665039 74.741112 64.363686 
1 28 17644.867188 -62.854755 -82.746994 
1 29 6432.440918 27.631159 -53.234406 
1 30 19466.996094 -7.455655 -98.516022 

#Iteration Numero valeur vecteur...

2 1 30000.281250 100.000000 -100.000000 
2 2 30000.281250 100.000000 -100.000000 
2 3 11215.748047 76.015221 -52.137325 
2 4 24954.208984 70.384903 -100.000000 
2 5 24954.208984 70.384903 -100.000000 
2 6 26930.601562 -83.248482 100.000000 
2 7 26930.601562 -83.248482 100.000000 
2 8 5339.170898 62.050209 -27.283455 
2 9 5048.298828 0.181276 -50.239067 
2 10 14638.572266 95.081009 -52.905407 
2 11 1221.850830 -33.584602 6.848765 
2 12 1568.550659 30.028996 -18.257627 
2 13 30000.281250 100.000000 -100.000000 
2 14 30000.281250 100.000000 -100.000000 
2 15 5543.830078 25.805435 49.382915 
2 16 8172.132812 -64.759979 44.597000 
2 17 3190.387695 -32.821709 -32.504414 
2 18 20458.023438 21.389936 100.000000 
2 19 20458.023438 21.389936 100.000000 
2 20 10464.068359 100.000000 -15.227214 
2 21 10464.068359 100.000000 -15.227214 
2 22 4942.699707 -39.649868 41.046658 
2 23 14255.312500 100.000000 -46.124657 
2 24 14255.312500 100.000000 -46.124657 
2 25 10193.670898 -50.895237 61.655903 
2 26 5855.164062 -76.445168 2.254317 
2 27 8433.211914 -90.900879 9.199515 
2 28 30000.281250 100.000000 -100.000000 
2 29 30000.281250 100.000000 -100.000000 
2 30 1093.030762 23.247999 -16.608635 
2 31 8425.884766 -89.407135 -14.700000 
2 32 15684.209961 100.000000 -53.308926 
2 33 15684.209961 100.000000 -53.308926 
2 34 5527.230957 22.122297 50.185913 
2 35 19.385813 1.390371 -2.885587 
2 36 25748.455078 75.814949 -100.000000 
2 37 25748.455078 75.814949 -100.000000 
2 38 3964.358643 -17.480776 -42.768002 
2 39 6479.884277 33.593136 -51.725239 
2 40 2438.690430 7.981140 34.453938 

#Iteration Numero valeur vecteur...

3 1 10237.343750 -100.000000 10.879694 
3 2 10237.343750 -100.000000 10.879694 
3 3 4341.213379 20.835852 -44.194000 
3 4 2067.937988 30.100462 24.102037 
3 5 5929.522949 -70.433372 -22.006645 
3 6 4729.618652 -13.734764 47.647331 
3 7 6149.084473 55.099251 -39.449356 
3 8 3356.005127 52.786095 -16.864252 
3 9 505.915680 -14.087553 -12.382412 
3 10 2711.181641 -33.616764 -28.110620 
3 11 21673.591797 40.902752 100.000000 
3 12 21673.591797 40.902752 100.000000 
3 13 17658.519531 -97.057175 64.178108 
3 14 981.061768 23.967220 -14.245941 
3 15 2034.134155 -28.947624 24.443985 
3 16 12620.439453 66.374313 -64.086426 
3 17 2207.415283 0.366502 -33.210876 
3 18 10757.629883 -77.352768 -48.854053 
3 19 12825.668945 -100.000000 37.583660 
3 20 12825.668945 -100.000000 37.583660 
3 21 1499.462891 -38.021351 -5.150538 
3 22 1158.176392 31.017302 9.884892 
3 23 11478.262695 -90.482872 40.557316 
3 24 1378.702515 14.693176 -24.112034 
3 25 1818.322876 23.790257 -25.019978 
3 26 30000.281250 100.000000 -100.000000 
3 27 30000.281250 100.000000 -100.000000 
3 28 2248.104736 -34.602497 22.910831 
3 29 19856.302734 -63.972126 88.776657 
3 30 9235.640625 25.582020 -65.500542 
3 31 14373.388672 18.747677 -83.730934 
3 32 4553.331543 -56.300262 26.294531 
3 33 5004.347168 52.034122 -33.879894 
3 34 9076.672852 -91.384476 19.037317 

#Iteration Numero valeur vecteur...

4 1 25749.556641 100.000000 88.736923 
4 2 25749.556641 100.000000 88.736923 
4 3 1853.525146 37.823170 -14.532318 
4 4 1462.551514 -31.912123 -14.883511 
4 5 5873.662598 11.437645 -53.580433 
4 6 1234.302734 -32.665298 -9.118923 
4 7 20317.666016 17.806299 -100.000000 
4 8 20317.666016 17.806299 -100.000000 
4 9 715.603149 17.448107 -14.326683 
4 10 8414.829102 -84.169289 25.781860 
4 11 1317.662476 -16.450483 22.867937 
4 12 14385.156250 -100.000000 46.819477 
4 13 14385.156250 -100.000000 46.819477 
4 14 10255.083984 -100.000000 -11.269617 
4 15 10255.083984 -100.000000 -11.269617 
4 16 15188.935547 8.440671 -86.941437 
4 17 485.061890 18.064964 -8.905952 
4 18 1664.700562 -40.693306 2.035631 
4 19 2478.857178 6.577956 -34.888046 
4 20 11656.013672 -91.527367 -40.485310 
4 21 1956.456787 23.001818 26.714729 
4 22 16618.894531 -63.857426 -79.183899 
4 23 10762.575195 -100.000000 19.517084 
4 24 10762.575195 -100.000000 19.517084 
4 25 18854.583984 76.049973 -80.840103 
4 26 10105.091797 -84.288643 38.730995 
4 27 20348.437500 18.657101 100.000000 
4 28 20348.437500 18.657101 100.000000 
4 29 15189.337891 100.000000 50.934219 
4 30 15189.337891 100.000000 50.934219 
4 31 1762.419556 6.411602 -29.335358 
4 32 12598.732422 -27.072630 -77.024261 
4 33 1988.789429 40.961388 -12.453963 
4 34 2155.507080 46.189754 -3.275443 
4 35 4467.710938 5.170323 47.119152 
4 36 843.887146 -22.300335 -13.161045 
4 37 10287.647461 -100.000000 11.984870 
4 38 10287.647461 -100.000000 11.984870 

#Iteration Numero valeur vecteur...

5 1 14836.872070 64.093796 -73.241234 
5 2 3059.146729 -44.417988 23.290323 
5 3 2388.615479 35.033016 -24.094881 
5 4 2239.604980 31.025757 -25.259148 
5 5 12468.539062 -94.869881 -41.637608 
5 6 6846.787109 81.648666 9.490803 
5 7 2525.525391 -50.252842 -0.078126 
5 8 11148.299805 90.820992 38.074371 
5 9 291.267761 9.403749 10.049447 
5 10 2424.418945 45.718033 12.904204 
5 11 21453.322266 38.115265 100.000000 
5 12 21453.322266 38.115265 100.000000 
5 13 3486.526855 -52.745129 18.757307 
5 14 1758.408203 -36.025211 -15.166462 
5 15 2289.210449 22.823957 29.728262 
5 16 663.762085 12.678947 -15.849513 
5 17 1811.180908 -28.040298 22.632275 
5 18 8174.830078 -90.407852 0.410840 
5 19 22475.470703 -88.672401 -85.475967 
5 20 15522.955078 4.235457 88.047729 
5 21 5255.097656 26.014259 -47.840160 
5 22 10503.602539 40.390541 -66.602592 
5 23 7092.745117 29.327545 55.820835 
5 24 3644.829102 -29.922873 37.074829 
5 25 10020.608398 100.000000 -3.184145 
5 26 10020.608398 100.000000 -3.184145 
5 27 8555.185547 53.352043 -53.423653 
5 28 1925.227051 -19.912212 -27.638966 
5 29 1372.327759 0.049669 -26.194368 
5 30 10925.316406 100.000000 21.505754 
5 31 10925.316406 100.000000 21.505754 
5 32 14979.237305 9.192468 86.296997 
5 33 2949.013428 32.074791 -30.983747 

#Iteration Numero valeur vecteur...

6 1 1408.923218 5.358252 -26.263947 
6 2 4648.589844 -63.038811 -18.361324 
6 3 6138.709961 49.002106 -43.223450 
6 4 16831.390625 65.923973 79.008759 
6 5 411.394928 16.952215 7.863034 
6 6 5815.915039 -31.873886 -48.983280 
6 7 509.321930 -21.601107 4.604510 
6 8 1512.217163 -38.726547 2.353367 
6 9 12728.752930 -100.000000 -36.930210 
6 10 12728.752930 -100.000000 -36.930210 
6 11 505.444611 -16.907991 10.471930 
6 12 1205.542969 8.469695 -23.800478 
6 13 10605.205078 -98.447952 -21.365139 
6 14 18431.441406 -75.007782 -80.013916 
6 15 10425.227539 100.000000 14.573008 
6 16 10425.227539 100.000000 14.573008 
6 17 3702.509766 26.627659 -38.686352 
6 18 5234.934570 -72.041740 4.728726 
6 19 3151.527832 22.687006 36.301739 
6 20 2470.947510 48.101608 -8.862377 
6 21 9255.736328 94.444191 -12.946280 
6 22 686.683960 -25.094397 -5.325745 
6 23 7164.162598 65.047585 -38.292812 
6 24 1215.510742 -29.455467 -13.180999 
6 25 650.144470 -22.044050 -9.034052 
6 26 497.214386 -8.875699 14.445210 
6 27 4671.545898 67.328148 -8.298168 
6 28 220.931107 14.709974 1.411920 
6 29 12227.841797 100.000000 33.370018 
6 30 12227.841797 100.000000 33.370018 
6 31 3075.966553 41.118385 26.313244 
6 32 3039.674316 23.370081 35.299923 
6 33 3045.849854 -48.121296 -19.096691 

#Iteration Numero valeur vecteur...

7 1 4561.250000 67.159485 4.992900 
7 2 7410.827637 -61.583839 -42.530491 
7 3 30000.281250 -100.000000 -100.000000 
7 4 30000.281250 -100.000000 -100.000000 
7 5 4571.013184 4.865170 -47.682816 
7 6 2778.039062 52.676270 1.121280 
7 7 1650.293823 16.109463 -26.363882 
7 8 2484.985352 35.142994 -24.990419 
7 9 12452.204102 79.806053 55.146206 
7 10 5341.595703 -37.941071 -44.164291 
7 11 5615.034668 -56.549664 -34.759663 
7 12 3083.208984 35.816986 -29.995499 
7 13 3769.039307 12.205861 42.538666 
7 14 1793.928467 -41.646259 5.406640 
7 15 7845.948730 76.199135 31.933681 
7 16 365.590149 -7.503272 12.419999 
7 17 485.656342 -20.574718 -5.520747 
7 18 1210.016724 -1.755512 24.558758 
7 19 3449.970947 51.793739 19.576590 
7 20 4171.822266 58.034191 -20.041189 
7 21 2753.017334 -33.934258 -28.292574 
7 22 3310.796143 52.784637 16.186220 
7 23 4086.145264 61.452843 12.435648 
7 24 183.999588 13.288325 1.819113 
7 25 7695.747070 -75.492805 -31.590208 
7 26 10179.827148 -72.408150 -49.681103 
7 27 1352.106201 29.037830 -15.931151 
7 28 5859.857910 63.610310 30.105742 
7 29 10002.371094 100.000000 0.905793 
7 30 10002.371094 100.000000 0.905793 
7 31 401.169525 0.088604 -14.160778 
7 32 621.352722 -24.905764 -0.421687 

#Iteration Numero valeur vecteur...

8 1 5603.870605 65.356781 -25.800907 
8 2 1332.182861 11.627786 -24.453987 
8 3 5581.784180 19.887821 -50.917923 
8 4 200.780869 -4.064012 9.580622 
8 5 6220.536621 28.505903 51.996441 
8 6 5749.101562 33.450485 -48.114632 
8 7 4659.736328 43.481464 37.206921 
8 8 517.493225 -22.423800 -2.688123 
8 9 257.802704 -2.387658 11.198955 
8 10 761.326660 20.715258 12.864722 
8 11 12421.599609 -30.214407 -75.855835 
8 12 6449.533203 29.395813 52.845596 
8 13 2222.264648 19.521454 -30.340956 
8 14 35.343044 -5.893963 -0.027813 
8 15 2697.383057 4.292799 36.597473 
8 16 3664.858643 -24.163633 -39.245583 
8 17 6016.693359 59.494152 35.189514 
8 18 15746.188477 30.532619 -86.060898 
8 19 5808.403809 75.029343 9.444460 
8 20 6379.456055 70.741493 -26.216555 
8 21 3425.170898 -3.622615 41.302265 
8 22 2571.093994 -50.694305 0.557724 
8 23 330.976257 -2.773520 12.705151 
8 24 2155.219238 7.689095 32.371895 
8 25 903.658142 -2.062067 -21.196648 
8 26 1691.951904 40.945740 2.710961 
8 27 7392.303223 49.897552 -49.503319 
8 28 1726.283447 32.721973 -18.092615 
8 29 7370.229980 -57.682655 44.957127 
8 30 8537.390625 52.992264 -53.520298 

#Iteration Numero valeur vecteur...

9 1 8199.292969 -28.683672 60.730949 
9 2 1707.892456 6.041692 -28.901964 
9 3 1984.204468 41.541897 -11.341575 
9 4 268.506256 1.549703 11.529490 
9 5 1668.519897 -39.321320 7.805578 
9 6 152.763794 6.598192 -7.368846 
9 7 7140.858398 51.973713 -47.111588 
9 8 2929.686035 16.982521 -36.332726 
9 9 1976.653198 29.257990 -23.667440 
9 10 1522.083496 -13.857895 -25.783117 
9 11 156.928818 0.058440 8.855089 
9 12 2689.682129 51.849777 -0.287731 
9 13 6486.094727 -45.411106 47.030235 
9 14 1276.101440 -23.671848 -18.915304 
9 15 66.195412 -2.115588 5.519404 
9 16 2481.292969 46.260185 -13.056257 
9 17 827.976013 9.004406 -19.323135 
9 18 1241.046753 31.669205 -10.893807 
9 19 136.205856 -9.779646 -4.459037 
9 20 3893.523193 -49.715805 26.660646 
9 21 832.958618 20.981438 -14.005679 
9 22 5604.877441 -54.730064 36.117565 
9 23 8957.105469 -8.906469 -66.622520 
9 24 625.398926 -22.656137 -7.454644 
9 25 4072.068604 16.450817 43.591591 
9 26 278.796204 -16.259043 2.649367 
9 27 7583.681152 -72.924957 33.649677 
9 28 2932.778564 49.196308 -15.986175 
9 29 2115.200195 23.736877 -27.852278 
9 30 7129.174805 63.618549 -39.254028 

#Iteration Numero valeur vecteur...

10 1 12.453274 2.219829 1.811928 
10 2 1906.732910 -37.652431 15.634166 
10 3 5794.050293 -14.380589 52.852039 
10 4 2472.721680 -16.422886 -33.179390 
10 5 218.562210 1.164972 10.407824 
10 6 490.182129 21.910782 -2.170278 
10 7 1831.313599 28.509600 22.564390 
10 8 148.830643 -0.611966 8.591685 
10 9 92.509689 -5.625118 5.479857 
10 10 1466.234009 4.921745 26.847116 
10 11 835.066101 -17.672537 16.158363 
10 12 2424.440430 31.335005 -26.851450 
10 13 4737.806152 -5.923614 48.483971 
10 14 2368.895752 35.106892 -23.824703 
10 15 2044.354858 35.932537 19.398388 
10 16 518.268677 11.781227 -13.763927 
10 17 7803.349609 44.462410 53.972126 
10 18 1131.120117 -16.146469 20.858160 
10 19 807.623474 -27.790768 4.189419 
10 20 36.108017 5.830552 0.706773 
10 21 1480.380859 28.591888 18.200243 
10 22 2556.626953 14.254907 34.293316 
10 23 574.335693 15.185923 13.103857 
10 24 5253.360840 15.897461 49.997864 
10 25 549.814575 18.183704 10.467915 
10 26 5684.822266 -42.447433 -44.060577 
10 27 771.309631 -8.400377 18.712389 
10 28 12.017002 -1.213368 -2.219326 
10 29 2382.209717 -9.429480 33.853134 
10 30 1943.997437 13.071369 -29.771120 

#Iteration Numero valeur vecteur...

11 1 93.279663 7.264205 -4.426051 
11 2 576.197571 15.152518 13.154824 
11 3 113.538132 8.098781 -4.847053 
11 4 504.319702 4.030726 15.613911 
11 5 1354.780762 -10.963045 -24.833897 
11 6 74.814659 -5.861410 -4.423851 
11 7 626.261597 -24.463583 3.721361 
11 8 1332.766113 -15.995473 23.198374 
11 9 204.819901 -9.043118 -7.843010 
11 10 22.164692 4.050390 -1.644462 
11 11 906.120056 29.994135 -1.725207 
11 12 41.881790 0.240522 -4.508211 
11 13 909.497009 9.063850 -20.336622 
11 14 931.447937 -22.277319 14.746658 
11 15 674.161987 23.952618 -7.044195 
11 16 176.432617 1.486364 -9.323924 
11 17 280.840546 -9.207062 9.894534 
11 18 1726.091919 41.513725 -0.819539 
11 19 171.544632 -5.384706 -8.429292 
11 20 2329.100098 -10.585110 33.287811 
11 21 1065.823853 32.627434 0.285941 
11 22 227.064178 13.366609 4.883382 
11 23 1037.560913 28.084717 11.137696 
11 24 548.149963 -12.281517 -14.083368 
11 25 126.751740 -2.391095 7.752609 
11 26 105.047409 -7.593282 -4.842825 
11 27 1733.850098 0.140235 29.438807 
11 28 663.467224 25.739691 -0.593987 
11 29 184.661362 11.346055 5.271993 
11 30 4.216421 1.537515 0.707841 

#Iteration Numero valeur vecteur...

12 1 143.983017 -3.838341 -8.004850 
12 2 105.878952 -5.994281 5.876173 
12 3 313.169220 -14.794171 6.857096 
12 4 16.169205 1.363422 2.667322 
12 5 293.258972 -11.511475 8.946714 
12 6 417.115051 19.885580 -3.230568 
12 7 0.908305 -0.144591 -0.405625 
12 8 784.672302 -27.997837 -0.189775 
12 9 160.796188 -10.911695 4.499595 
12 10 66.270981 0.638827 -5.736085 
12 11 296.633911 15.342280 -5.497499 
12 12 150.843521 -11.914383 2.105024 
12 13 94.226395 -6.774988 -4.869227 
12 14 801.557678 -10.243239 -18.647963 
12 15 555.270447 -15.566780 -12.498642 
12 16 9.510784 -0.304648 2.102356 
12 17 260.509155 -16.116907 -0.185365 
12 18 30.390039 -0.446819 3.820060 
12 19 559.334595 -12.581424 -14.160233 
12 20 192.104095 -7.119151 -8.402424 
12 21 82.346725 0.483069 6.381891 
12 22 69.697502 8.022367 1.532741 
12 23 159.236664 -11.433862 -3.732554 
12 24 907.688354 13.706483 -18.960667 
12 25 10.583047 2.470809 1.257315 
12 26 221.914001 -14.815263 -1.042895 
12 27 270.177490 -9.841419 -9.297517 
12 28 41.464886 -2.252611 -4.245344 
12 29 1502.742432 37.372829 -7.254903 
12 30 512.002319 -8.301324 14.871053 

#Iteration Numero valeur vecteur...

13 1 157.868515 7.307743 7.191417 
13 2 21.490261 3.363980 -2.202886 
13 3 329.872253 5.289062 12.259462 
13 4 92.809166 8.883122 2.602275 
13 5 316.734253 13.721360 7.986849 
13 6 7.220153 -2.229012 -0.937509 
13 7 31.343405 5.065013 1.626747 
13 8 9.763331 -0.138757 2.167387 
13 9 22.593866 -4.529702 -0.684290 
13 10 60.439102 7.446159 1.435555 
13 11 47.753117 4.980915 3.330592 
13 12 29.376877 -2.121488 -3.480390 
13 13 3.850692 1.312371 -0.985091 
13 14 6.428594 1.985594 1.078352 
13 15 89.987076 2.394018 -6.447114 
13 16 53.428032 -0.764961 -5.122068 
13 17 106.535927 7.351333 5.065351 
13 18 69.783852 1.377302 5.821402 
13 19 94.743507 9.461710 1.500039 
13 20 26.816347 -0.698044 -3.625180 
13 21 19.521309 2.416291 2.544047 
13 22 294.024292 13.191648 7.732671 
13 23 493.709747 8.196467 14.596157 
13 24 149.715973 10.754976 4.072258 
13 25 51.024418 -3.076952 4.485582 
13 26 5.985790 -0.964135 -1.428991 
13 27 10.005249 0.006007 2.203305 
13 28 44.676464 2.981085 4.209486 
13 29 56.361019 -5.778305 3.317765 
13 30 158.328125 6.112628 7.760408 

#Iteration Numero valeur vecteur...

14 1 8.567176 2.498795 -0.726475 
14 2 49.475052 4.673526 3.688798 
14 3 389.277985 -11.488109 -11.313731 
14 4 539.762756 -14.545366 -12.792260 
14 5 98.917786 9.837661 1.015065 
14 6 14.398209 -1.408194 -2.421947 
14 7 316.654633 10.428999 10.175992 
14 8 444.097473 -11.268187 -12.589686 
14 9 14.189386 -0.993294 2.461211 
14 10 32.152573 -5.189685 -1.503849 
14 11 5.286707 0.786848 -1.467423 
14 12 30.504829 4.725770 1.902904 
14 13 23.639866 -1.959978 -3.130561 
14 14 281.984375 15.254128 4.921818 
14 15 284.900299 9.692414 9.751843 
14 16 10.384569 -2.334898 -1.376349 
14 17 16.403500 -3.587138 1.204874 
14 18 50.638046 5.884925 -2.743939 
14 19 4.667937 -1.694098 -0.650795 
14 20 31.602638 -5.234955 -1.223131 
14 21 56.111839 6.150193 2.953097 
14 22 124.107307 -7.585058 -5.765043 
14 23 6.415601 -1.120346 1.494409 
14 24 1.245448 0.377368 0.492833 
14 25 214.306656 -12.478184 -5.386115 
14 26 345.855865 -10.140862 -11.009477 
14 27 15.677738 2.772040 1.924683 
14 28 259.634430 8.019797 9.862107 
14 29 2.615156 -0.580206 -0.833772 
14 30 167.104767 -9.396731 -6.252559 

#Iteration Numero valeur vecteur...

15 1 1.373126 -0.825473 0.478050 
15 2 1.544503 -0.321551 0.595689 
15 3 79.854980 8.888637 0.482370 
15 4 12.705597 1.447586 2.245359 
15 5 13.051269 -2.910400 1.360257 
15 6 15.246750 -3.822609 -0.035356 
15 7 13.293262 1.361989 -2.311004 
15 8 18.928864 1.141231 2.858387 
15 9 36.316364 2.277216 -3.877872 
15 10 2.584241 0.543098 -0.965755 
15 11 28.903749 3.373060 -2.878657 
15 12 5.549757 2.268599 0.059300 
15 13 21.937696 -4.541153 -0.390432 
15 14 12.302083 -1.085413 -2.242640 
15 15 5.904871 -2.109532 0.680914 
15 16 38.346306 2.085098 4.113769 
15 17 24.364347 -3.414938 2.460863 
15 18 281.553131 13.351942 7.163158 
15 19 2.832850 -1.040323 0.640164 
15 20 6.203302 2.014208 -1.005719 
15 21 7.540647 -2.650202 0.105621 
15 22 62.944550 -6.225898 -3.416790 
15 23 2.386640 -1.362276 0.475613 
15 24 25.314358 4.814013 0.917947 
15 25 17.268061 -2.113040 2.492447 
15 26 22.046072 1.895249 -2.952071 
15 27 18.788683 -4.006690 -1.088033 
15 28 58.878597 -3.608862 -4.774617 
15 29 11.080923 2.447023 -1.392244 
15 30 6.070688 0.868085 -1.584893 

#Iteration Numero valeur vecteur...

16 1 8.465329 -0.026939 -2.049198 
16 2 2.845080 -1.033221 0.644094 
16 3 2.798976 0.367657 1.003639 
16 4 0.727241 0.482845 -0.053872 
16 5 14.554423 3.711150 -0.117047 
16 6 2.672187 -0.731136 0.833295 
16 7 15.880146 1.740461 -2.397960 
16 8 21.423389 -3.298959 2.217268 
16 9 4.582564 1.531328 0.973727 
16 10 16.288706 0.973523 -2.703096 
16 11 79.661522 4.812634 -5.305805 
16 12 36.382462 1.659745 -4.038603 
16 13 5.785326 1.628626 1.123852 
16 14 16.509523 -3.724349 1.045558 
16 15 26.825968 4.679836 -1.431330 
16 16 6.116388 0.046209 1.692814 
16 17 22.582001 -2.544859 2.755813 
16 18 19.619682 -0.897192 2.999704 
16 19 4.851253 -2.033231 0.177018 
16 20 48.073338 4.724003 -3.545599 
16 21 25.510033 -4.556386 -1.295860 
16 22 1.049686 -0.118018 0.231812 
16 23 80.980011 7.480826 -3.459844 
16 24 10.016145 -2.819847 -0.994651 
16 25 59.229465 0.315233 -5.387334 
16 26 3.890605 -1.129293 -0.903749 
16 27 14.381753 -0.466063 2.618781 
16 28 4.952222 -2.063272 0.400491 
16 29 1.385125 -0.236676 0.339077 
16 30 44.850960 5.782138 -2.281274 

#Iteration Numero valeur vecteur...

17 1 4.880305 0.690938 -1.351528 
17 2 30.083847 -5.418804 0.132493 
17 3 1.551120 -0.479562 0.323114 
17 4 0.998966 -0.706451 -0.143052 
17 5 2.232528 1.053044 -0.467800 
17 6 7.391176 1.477290 1.598524 
17 7 16.791170 -0.524444 2.793964 
17 8 8.761752 -0.771353 1.961305 
17 9 19.607191 -2.303887 2.636014 
17 10 5.211704 -0.523560 1.500669 
17 11 6.577585 2.265859 0.640246 
17 12 3.235175 0.425555 1.103379 
17 13 11.101230 -2.506257 1.316880 
17 14 12.199746 -1.481325 -2.197100 
17 15 1.262803 0.778790 -0.536572 
17 16 23.950277 4.803308 -0.205736 
17 17 14.086630 2.390346 -1.880141 
17 18 2.135493 -1.420882 -0.060811 
17 19 5.938084 -1.801642 0.844398 
17 20 4.901762 -1.943338 0.331377 
17 21 11.653386 -1.810719 -1.883991 
17 22 2.607203 -0.231789 -0.816389 
17 23 0.998196 -0.192307 0.423779 
17 24 37.821259 4.010085 -3.250617 
17 25 6.409074 2.322633 -0.438755 
17 26 3.085645 -0.382769 1.078272 
17 27 3.431626 -1.577387 0.419441 
17 28 6.384842 1.293522 1.477934 
17 29 4.655141 -0.311262 1.268990 
17 30 17.347843 -1.037219 2.759043 

#Iteration Numero valeur vecteur...

18 1 5.208354 0.771678 1.442905 
18 2 5.013600 -1.785720 -0.652836 
18 3 13.080136 2.195685 1.973930 
18 4 6.712990 -1.243619 -1.569243 
18 5 5.877575 1.814307 0.964482 
18 6 10.757838 -2.918252 -0.925305 
18 7 11.254959 2.983006 -0.779352 
18 8 1.061020 0.423693 -0.114240 
18 9 2.597715 0.570162 0.902710 
18 10 12.248036 -3.091943 -0.880233 
18 11 25.679090 2.689588 2.982775 
18 12 9.002242 1.957836 1.576202 
18 13 6.237844 -1.243913 -1.369428 
18 14 8.642987 -0.510015 1.942487 
18 15 1.092950 0.682445 0.549818 
18 16 1.502094 0.346900 -0.201710 
18 17 11.119435 -2.490967 -1.334072 
18 18 7.737697 2.017006 1.223311 
18 19 16.464369 2.557420 -2.161617 
18 20 10.522717 -1.076409 -2.094561 
18 21 3.462999 -0.943276 -0.810140 
18 22 4.572845 2.123279 0.042474 
18 23 4.504964 -0.879822 -1.202935 
18 24 13.333617 3.010287 1.253618 
18 25 2.462506 -1.014063 -0.595218 
18 26 3.091956 -1.488659 -0.371093 
18 27 8.886687 0.392104 -1.977834 
18 28 5.227379 -1.355206 1.198583 
18 29 12.609936 3.156418 -0.946901 
18 30 10.654734 1.096914 -2.106736 

#Iteration Numero valeur vecteur...

19 1 14.516151 -2.486498 -1.870283 
19 2 12.334788 -0.067313 2.401519 
19 3 2.619088 0.228983 -0.834684 
19 4 2.331872 -0.041947 -1.070769 
19 5 1.295355 0.595080 0.356955 
19 6 1.605243 -0.692604 -0.636587 
19 7 5.487956 -2.129374 -0.263707 
19 8 4.945243 0.502443 1.332678 
19 9 4.414346 1.872673 -0.140194 
19 10 17.959047 3.851999 1.103457 
19 11 2.014394 -0.882109 -0.320186 
19 12 0.890361 0.175467 0.527543 
19 13 5.971006 -1.259963 -1.301237 
19 14 2.554804 -0.701379 -0.931576 
19 15 15.620677 -3.843763 -0.094017 
19 16 2.496773 1.224236 0.568864 
19 17 6.546008 2.101157 -0.848390 
19 18 10.257296 0.874762 -2.137160 
19 19 5.566147 0.579694 -1.591126 
19 20 2.512054 0.646551 0.795335 
19 21 2.832641 -0.429216 0.831527 
19 22 1.487122 0.368119 0.377984 
19 23 12.115905 2.962245 1.165230 
19 24 4.599755 -1.767743 -0.334522 
19 25 1.411548 -0.605214 -0.275284 
19 26 5.053635 -2.029506 -0.332748 
19 27 1.052086 -0.179816 0.569013 
19 28 1.580104 -0.323783 0.232253 
19 29 13.642986 3.378139 0.906820 
19 30 7.296719 0.989969 -1.663329 

#Iteration Numero valeur vecteur...

20 1 10.019848 0.571800 2.165762 
20 2 0.276115 0.101048 0.071887 
20 3 24.408190 -4.722573 0.739205 
20 4 3.018607 0.368330 1.066855 
20 5 17.222263 4.047847 0.550434 
20 6 6.070539 -1.192146 1.317680 
20 7 2.046285 1.413896 -0.037847 
20 8 1.078165 -0.746495 0.141904 
20 9 3.682057 -0.622146 -1.183529 
20 10 1.333522 0.259966 -0.377571 
20 11 2.522848 -1.383004 -0.163899 
20 12 2.577668 -1.189618 -0.200500 
20 13 2.832446 -1.370721 -0.289613 
20 14 6.248950 -1.104268 -1.377977 
20 15 2.723052 1.451969 -0.535616 
20 16 2.498503 0.579745 0.777614 
20 17 6.283203 -2.035036 -0.897913 
20 18 14.002687 3.589102 0.620421 
20 19 2.241393 1.053342 0.514836 
20 20 0.725415 -0.033477 -0.570116 
20 21 5.015269 -0.224028 1.428563 
20 22 2.927987 0.777953 1.059339 
20 23 4.840998 -1.972231 0.584877 
20 24 10.835418 -3.049670 0.623465 
20 25 1.343683 -0.686096 -0.338567 
20 26 3.157491 1.543687 -0.522964 
20 27 1.608597 -0.619378 -0.640378 
20 28 8.034422 -2.314810 -1.060756 
20 29 10.155542 0.665157 -2.180161 
20 30 4.792886 2.158652 0.053162

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