PONTIFICIA UNIVERSIDAD CATÓLICA DEL PERÚ FACULTAD DE CIENCIAS E INGENIERÍA ANEXOS DISEÑO DE UN ALGORITMO GENÉTICO PARA LA OPTIMIZACIÓN DE DISTANCIAS EN AMBIENTES TRIDIMENSIONALES Sebastian Alonso Meneses Pilco 20095945 ASESOR: Ing Rony Cueva Moscoso 2 TABLA  DE  CONTENIDOS   CALIBRACIÓN  DEL  ALFA  .........................................................................................................  3   CALIBRACIÓN  DEL  NÚMERO  DE  ITERACIONES  ........................................................................  7   CALIBRACIÓN  DEL  PORCENTAJE  DE  CASAMIENTO  ................................................................  11   CALIBRACIÓN  DEL  PORCENTAJE  DE  MUTACIÓN  ...................................................................  30   EXPERIMENTACIÓN  NUMÉRICA  ...........................................................................................  40   3 1 Calibración del Alfa Anexo 1 0.2 0.25 0.3 0.35 0.4 0.45 0.5 0.55 0.6 0.65 1 10.80 10.00 10.40 10.40 10.40 10.40 12.40 11.60 12.40 12.00 2 10.80 10.40 10.00 10.80 10.80 10.40 11.60 12.40 11.60 12.00 3 10.80 10.00 10.00 10.80 10.40 10.80 11.20 11.20 12.00 10.80 4 10.80 10.40 10.40 10.80 10.40 10.80 12.00 12.00 10.80 12.00 5 10.80 10.40 10.00 10.40 10.40 10.40 10.40 11.20 11.60 10.80 6 10.80 10.40 10.00 10.80 10.80 10.40 11.60 12.40 9.60 11.60 7 10.80 10.40 10.00 10.40 10.40 10.40 12.00 11.20 12.00 11.60 8 10.80 10.00 10.00 10.40 10.40 10.40 11.60 10.80 11.60 11.60 9 10.80 10.00 10.00 10.40 10.40 10.40 11.60 11.20 12.00 11.20 10 10.80 10.40 10.00 10.80 10.40 10.40 11.60 10.80 11.20 11.60 11 10.80 10.00 10.40 10.40 10.80 10.80 10.40 10.80 10.80 11.60 12 10.80 10.00 10.40 10.40 10.40 10.40 12.00 11.20 12.00 10.80 13 10.80 10.00 10.40 10.80 10.80 10.40 11.60 10.80 10.80 11.60 14 10.80 10.40 10.40 10.40 10.80 10.80 11.20 11.20 10.40 10.80 15 10.80 10.00 10.00 10.40 10.40 10.40 12.80 12.00 10.80 12.00 16 10.80 10.00 10.00 10.40 10.80 10.80 10.80 10.80 11.60 11.60 17 10.80 10.00 10.40 10.40 10.40 10.80 12.00 12.40 12.00 12.40 18 10.80 10.40 10.00 10.40 10.80 10.80 11.20 11.20 12.80 10.80 19 10.80 10.00 10.40 10.80 10.80 10.40 12.00 12.00 10.80 11.60 20 10.80 10.00 10.40 10.40 10.40 10.40 11.60 12.40 11.20 10.80 21 10.80 10.00 10.00 10.40 10.40 10.80 11.60 12.00 12.00 10.80 22 10.80 10.00 10.00 10.80 10.80 10.40 11.60 11.60 12.00 10.80 23 10.80 10.00 10.00 10.40 10.40 10.80 11.20 11.60 11.60 11.60 24 10.80 10.40 10.00 10.40 10.80 10.80 10.80 11.60 12.80 12.00 25 10.80 10.40 10.00 10.40 10.40 10.40 12.00 11.20 11.20 10.80 26 10.80 10.00 10.40 10.00 10.40 10.40 12.00 11.60 12.40 11.20 27 10.80 10.40 10.00 10.80 10.80 10.80 11.60 10.40 11.20 12.00 28 10.80 10.40 10.00 10.80 10.80 10.40 11.60 11.20 11.60 12.00 29 10.80 10.00 10.40 10.40 10.40 10.80 11.60 12.00 12.00 12.00 30 10.80 10.00 10.40 10.00 10.40 10.40 10.80 11.60 10.80 10.80 31 10.80 10.00 10.40 10.40 10.80 10.80 12.00 11.60 11.60 10.80 32 10.80 10.00 10.00 10.40 10.40 10.80 11.20 10.40 11.60 10.80 33 10.80 10.40 10.40 10.80 10.80 10.40 11.60 11.60 10.80 11.60 34 10.80 10.40 10.00 10.40 10.40 10.00 12.00 10.40 10.80 11.60 35 10.80 10.40 10.00 10.80 10.40 10.80 12.00 10.80 11.20 12.00 36 10.80 10.40 10.00 10.80 10.40 10.80 12.40 11.20 11.20 11.60 37 10.80 10.00 10.40 10.00 10.40 10.80 11.20 11.60 12.00 11.20 38 10.80 10.40 10.00 10.40 10.80 10.40 10.80 11.20 11.20 11.60 39 10.80 10.00 10.40 10.40 10.80 10.40 11.60 11.20 11.60 11.20 40 10.80 10.00 10.00 10.40 10.40 10.80 12.00 10.80 12.40 11.60 4 Anexo 2 0.2 0.22 0.24 0.26 0.28 0.3 0.32 0.34 0.36 0.38 1 10.80 10.80 10.80 10.40 10.00 10.00 10.40 10.40 10.40 10.40 2 10.80 10.80 10.80 10.00 10.00 10.40 10.00 10.40 10.40 10.80 3 10.80 10.80 10.80 10.00 10.00 10.00 10.00 10.40 10.40 10.40 4 10.80 10.80 10.80 10.00 10.40 10.40 10.00 10.40 10.80 10.80 5 10.80 10.80 10.80 10.40 10.00 10.00 10.00 10.40 10.00 10.40 6 10.80 10.80 10.80 10.40 10.00 10.40 10.00 10.80 10.40 10.40 7 10.80 10.80 10.80 10.40 10.00 10.00 10.40 10.40 10.40 10.40 8 10.80 10.80 10.80 10.00 10.40 10.40 10.00 10.40 10.40 10.40 9 10.80 10.80 10.80 10.40 10.00 10.40 10.00 10.40 10.80 10.40 10 10.80 10.80 10.80 10.00 10.00 10.40 10.00 10.80 10.40 10.40 11 10.80 10.80 10.80 10.00 10.00 10.40 10.40 10.40 10.40 10.40 12 10.80 10.80 10.80 10.00 10.00 10.40 10.00 10.40 10.40 10.80 13 10.80 10.80 10.80 10.00 10.40 10.40 10.40 10.40 10.80 10.40 14 10.80 10.80 10.80 10.00 10.00 10.00 10.00 10.40 10.40 10.40 15 10.80 10.80 10.80 10.00 10.00 10.00 10.00 10.40 10.80 10.40 16 10.80 10.80 10.80 10.40 10.00 10.40 10.00 10.80 10.40 10.40 17 10.80 10.80 10.80 10.40 10.40 10.00 10.40 10.40 10.40 10.40 18 10.80 10.80 10.80 10.00 10.40 10.00 10.00 10.80 10.40 10.80 19 10.80 10.80 10.80 10.40 10.00 10.40 10.00 10.40 10.80 10.00 20 10.80 10.80 10.80 10.00 10.00 10.40 10.00 10.40 10.80 10.40 21 10.80 10.80 10.80 10.40 10.00 10.40 10.00 10.80 10.80 10.80 22 10.80 10.80 10.80 10.00 10.00 10.40 10.00 10.40 10.40 10.40 23 10.80 10.80 10.80 10.00 10.40 10.00 10.00 10.80 10.40 10.40 24 10.80 10.80 10.80 10.00 10.00 10.00 10.00 10.80 10.40 10.80 25 10.80 10.80 10.80 10.00 10.00 10.40 10.40 10.80 10.80 10.80 26 10.80 10.80 10.80 10.00 10.00 10.00 10.00 10.40 10.40 10.40 27 10.80 10.80 10.80 10.00 10.40 10.40 10.00 10.40 10.40 10.80 28 10.80 10.80 10.80 10.00 10.00 10.00 10.40 10.80 10.40 10.40 29 10.80 10.80 10.80 10.00 10.00 10.40 10.40 10.40 10.40 10.40 30 10.80 10.80 10.80 10.40 10.40 10.40 10.00 10.80 10.40 10.40 31 10.80 10.80 10.80 10.00 10.00 10.00 10.40 10.40 10.80 10.80 32 10.80 10.80 10.80 10.40 10.40 10.40 10.40 10.40 10.40 10.40 33 10.80 10.80 10.80 10.00 10.40 10.00 10.40 10.40 10.40 10.40 34 10.80 10.80 10.80 10.00 10.00 10.00 10.00 10.40 10.40 10.80 35 10.80 10.80 10.80 10.00 10.40 10.40 10.00 10.40 10.80 10.80 36 10.80 10.80 10.80 10.00 10.40 10.00 10.00 10.40 10.40 10.40 37 10.80 10.80 10.80 10.00 10.40 10.00 10.40 10.80 10.40 10.80 38 10.80 10.80 10.80 10.40 10.40 10.00 10.00 10.80 10.40 10.40 39 10.80 10.80 10.80 10.40 10.40 10.00 10.00 10.80 10.40 10.80 40 10.80 10.80 10.80 10.00 10.00 10.40 10.40 10.80 10.40 10.40 5 Anexo 3 0.25 0.26 0.27 0.28 0.29 0.3 0.31 0.32 0.33 0.34 0.35 0.36 0.37 1 10.00 10.40 10.00 10.40 10.00 10.40 10.00 10.00 10.00 10.40 10.40 10.00 10.40 2 10.00 10.00 10.40 10.00 10.40 10.00 10.40 10.40 10.40 10.40 10.40 10.40 10.40 3 10.40 10.00 10.00 10.40 10.40 10.40 10.40 10.00 10.40 10.80 10.80 10.40 10.40 4 10.40 10.40 10.00 10.40 10.00 10.40 10.00 10.40 10.40 10.80 10.40 10.40 10.40 5 10.00 10.00 10.00 10.00 10.40 10.00 10.40 10.40 10.40 10.40 10.40 10.80 10.40 6 10.40 10.00 10.00 10.40 10.40 10.00 10.40 10.00 10.00 10.80 10.40 10.80 10.40 7 10.00 10.40 10.00 10.00 10.40 10.40 10.00 10.00 10.00 10.40 10.80 10.40 10.80 8 10.00 10.00 10.00 10.40 10.40 10.00 10.00 10.40 10.40 10.80 10.40 10.40 10.40 9 10.40 10.00 10.00 10.00 10.00 10.40 10.00 10.00 10.40 10.40 10.40 10.40 10.40 10 10.40 10.40 10.40 10.40 10.40 10.00 10.00 10.00 10.00 10.40 10.80 10.40 10.40 11 10.40 10.00 10.00 10.40 10.40 10.00 10.40 10.00 10.40 10.40 10.80 10.40 10.40 12 10.00 10.00 10.00 10.40 10.40 10.40 10.00 10.40 10.00 10.40 10.00 10.80 10.40 13 10.00 10.00 10.40 10.00 10.00 10.40 10.40 10.40 10.00 10.40 10.40 10.40 10.80 14 10.00 10.00 10.00 10.40 10.40 10.40 10.40 10.00 10.00 10.40 10.40 10.40 10.00 15 10.00 10.00 10.00 10.40 10.00 10.00 10.00 10.40 10.00 10.80 10.80 10.40 10.40 16 10.40 10.00 10.40 10.00 10.00 10.00 10.40 10.40 10.40 10.40 11.20 10.40 10.40 17 10.00 10.00 10.00 10.00 10.00 10.40 10.00 10.40 10.40 10.80 10.40 10.40 10.40 18 10.00 10.00 10.40 10.00 10.00 10.00 10.40 10.00 10.00 10.80 10.40 10.00 10.00 19 10.40 10.00 10.00 10.40 10.40 10.40 10.00 10.00 10.00 10.40 10.40 10.80 10.40 20 10.40 10.40 10.00 10.00 10.00 10.40 10.40 10.40 10.00 10.40 10.80 10.40 10.40 21 10.00 10.00 10.00 10.40 10.40 10.00 10.40 10.00 10.00 10.40 10.40 10.80 10.80 22 10.00 10.40 10.40 10.40 10.00 10.00 10.40 10.40 10.40 10.40 10.80 10.80 10.40 23 10.00 10.40 10.40 10.40 10.00 10.00 10.00 10.40 10.00 10.40 10.40 10.40 10.80 24 10.00 10.40 10.40 10.00 10.40 10.40 10.40 10.00 10.00 10.40 10.40 10.40 10.40 25 10.00 10.40 10.40 10.40 10.00 10.40 10.00 10.40 10.00 10.40 10.40 10.40 10.80 26 10.40 10.00 10.00 10.40 10.00 10.40 10.40 10.00 10.00 10.40 10.40 10.40 10.40 27 10.40 10.40 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.40 10.40 10.40 10.80 28 10.00 10.00 10.00 10.00 10.40 10.00 10.00 10.00 10.40 10.40 10.40 10.40 10.40 29 10.40 10.40 10.40 10.40 10.00 10.40 10.40 10.40 10.00 10.80 10.40 10.80 10.80 30 10.00 10.40 10.40 10.40 10.40 10.40 10.00 10.40 10.40 10.40 10.40 10.80 10.40 31 10.40 10.00 10.00 10.00 10.40 10.00 10.00 10.00 10.00 10.40 10.80 10.80 10.00 32 10.40 10.00 10.00 10.00 10.00 10.00 10.00 10.40 10.00 10.80 10.40 10.40 10.40 33 10.00 10.40 10.40 10.00 10.00 10.40 10.00 10.40 10.00 10.40 10.40 10.80 10.00 34 10.00 10.40 10.40 10.40 10.40 10.40 10.40 10.40 10.40 10.40 10.80 10.40 10.40 35 10.00 10.40 10.40 10.00 10.00 10.40 10.40 10.40 10.00 10.40 10.40 10.40 10.40 36 10.40 10.00 10.00 10.00 10.00 10.40 10.40 10.00 10.00 10.40 10.80 10.40 10.80 37 10.00 10.00 10.00 10.00 10.40 10.00 10.00 10.40 10.40 10.40 10.40 10.40 10.80 38 10.40 10.00 10.40 10.00 10.40 10.00 10.00 10.00 10.00 10.80 10.80 10.40 10.40 39 10.40 10.00 10.40 10.40 10.00 10.40 10.00 10.00 10.40 10.40 10.40 10.80 10.40 40 10.40 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.00 10.80 10.40 10.40 10.40 6 Anexo 4 0.26 0.33 41 0.26 0.33 81 0.26 0.33 1 10.40 10.40 10.40 10.00 10.00 10.40 2 10.00 10.40 42 10.40 10.00 82 10.40 10.00 3 10.00 10.00 43 10.00 10.00 83 10.40 10.40 4 10.00 10.40 44 10.40 10.00 84 10.00 10.40 5 10.00 10.00 45 10.00 10.40 85 10.00 10.00 6 10.00 10.00 46 10.40 10.00 86 10.40 10.00 7 10.00 10.00 47 10.00 10.40 87 10.00 10.00 8 10.40 10.00 48 10.00 10.00 88 10.00 10.00 9 10.40 10.00 49 10.00 10.00 89 10.00 10.40 10 10.40 10.40 50 10.00 10.00 90 10.40 10.00 11 10.40 10.40 51 10.40 10.00 91 10.40 10.40 12 10.40 10.00 52 10.40 10.40 92 10.40 10.40 13 10.00 10.00 53 10.40 10.40 93 10.00 10.00 14 10.40 10.00 54 10.40 10.40 94 10.40 10.40 15 10.40 10.00 55 10.00 10.40 95 10.40 10.00 16 10.40 10.40 56 10.00 10.40 96 10.00 10.00 17 10.40 10.40 57 10.00 10.00 97 10.00 10.00 18 10.40 10.00 58 10.00 10.40 98 10.40 10.40 19 10.40 10.40 59 10.40 10.00 99 10.40 10.00 20 10.40 10.00 60 10.00 10.00 100 10.40 10.40 21 10.00 10.00 61 10.40 10.00 22 10.00 10.40 62 10.40 10.40 23 10.00 10.40 63 10.40 10.00 24 10.00 10.00 64 10.40 10.00 25 10.00 10.00 65 10.00 10.00 26 10.00 10.00 66 10.00 10.40 27 10.40 10.00 67 10.00 10.40 28 10.40 10.40 68 10.00 10.40 29 10.40 10.40 69 10.00 10.00 30 10.00 10.40 70 10.40 10.00 31 10.00 10.40 71 10.00 10.40 32 10.00 10.00 72 10.00 10.40 33 10.40 10.00 73 10.00 10.00 34 10.00 10.00 74 10.00 10.00 35 10.00 10.40 75 10.40 10.40 36 10.40 10.00 76 10.00 10.00 37 10.00 10.40 77 10.00 10.00 38 10.40 10.00 78 10.00 10.00 39 10.40 10.00 79 10.40 10.00 40 10.40 10.00 80 10.40 10.00 7 2 Calibración del Número de Iteraciones Anexo 5 1000 1500 2000 2500 3000 Fitness Tiempo (ms) Fitness Tiempo (ms) Fitness Tiempo (ms) Fitness Tiempo (ms) Fitness Tiempo (ms) 1 10.80 1134 10.80 976 10.80 1325 10.80 1675 10.40 1958 2 11.60 863 10.80 1007 10.40 1322 10.00 1589 10.40 2002 3 11.20 794 10.40 996 10.80 1346 10.80 1687 10.80 2001 4 10.80 780 10.80 1012 10.80 1368 10.80 1655 10.40 1946 5 11.60 792 11.20 1016 10.00 1341 10.80 1654 10.80 1941 6 11.20 805 11.20 1005 11.20 1343 10.00 1693 10.80 1980 7 11.60 845 11.20 975 10.80 1377 10.40 1689 10.40 1957 8 10.80 913 11.20 1008 10.40 1337 10.40 1713 10.40 2012 9 10.40 671 10.40 1004 10.80 1370 10.80 1675 10.80 2016 10 10.80 677 10.80 983 10.40 1341 11.20 1648 10.80 1990 11 10.80 676 10.80 1007 10.80 1331 10.80 1680 10.80 2028 12 10.80 652 10.40 1029 10.80 1321 10.80 1623 10.80 2069 13 10.80 699 10.80 1010 10.80 1330 10.80 1624 10.80 2045 14 10.40 674 10.80 1006 10.80 1316 10.40 1635 10.80 1937 15 11.20 655 11.20 1016 10.80 1379 10.80 1608 10.40 1982 16 10.80 686 10.80 1002 10.80 1380 10.80 1633 10.40 1967 17 10.80 677 10.80 1013 10.80 1357 10.40 1626 10.40 2016 18 11.20 672 10.80 1037 10.80 1310 10.00 1611 10.00 1981 19 10.40 662 11.20 1010 11.20 1335 10.80 1665 10.80 1936 20 11.20 689 10.40 1010 11.20 1351 10.80 1629 10.80 1980 21 10.00 676 10.40 1006 10.80 1353 10.40 1669 10.80 1940 22 11.20 684 11.20 1023 10.80 1329 10.80 1668 10.80 1970 23 10.80 683 10.40 1002 10.80 1296 10.80 1634 10.80 1999 24 10.80 667 10.40 1013 10.40 1346 10.80 1711 10.40 2013 25 10.40 684 11.20 1020 10.40 1320 10.40 1627 10.80 1954 26 11.20 719 10.80 1016 10.80 1325 10.80 1681 10.40 2025 27 11.20 655 11.20 993 11.20 1392 10.80 1670 10.40 1985 28 10.80 693 10.80 1021 10.80 1337 10.40 1626 10.80 1974 29 11.60 690 11.20 1083 10.80 1340 10.40 1673 10.80 1953 30 10.80 686 11.20 996 10.40 1329 10.80 1579 10.40 1978 31 10.80 705 11.20 1035 10.80 1339 10.80 1677 10.80 2046 32 10.80 681 10.80 1279 10.40 1341 10.80 1645 10.40 1978 33 11.20 676 10.40 1113 10.80 1331 10.80 1647 10.40 1993 34 10.80 712 10.80 1052 10.40 1310 10.40 1658 10.80 1962 35 11.20 656 10.40 1044 10.40 1319 10.80 1688 10.80 1944 36 10.80 684 10.80 988 11.20 1350 10.40 1659 10.80 1980 37 11.20 672 10.80 1024 10.80 1364 10.80 1636 10.40 1999 38 10.00 699 10.80 1018 10.40 1364 10.80 1614 10.80 2032 39 11.20 664 10.80 1073 10.80 1352 10.80 1639 10.80 1970 40 11.20 679 10.40 1024 10.40 1345 11.20 1625 10.80 1957 8 3500 4000 4500 5000 5500 Fitness Tiempo (ms) Fitness Tiempo (ms) Fitness Tiempo (ms) Fitness Tiempo (ms) Fitness Tiempo (ms) 1 10.40 2279 10.00 2684 10.40 2892 10.00 3286 10.40 3799 2 10.40 2352 10.40 2589 10.40 3347 10.40 3264 10.00 3676 3 10.80 2363 10.80 2627 10.40 2926 10.80 3289 10.40 3594 4 10.80 2285 10.40 2646 10.40 3053 10.40 3246 10.40 3778 5 10.80 2309 10.00 2582 10.40 2916 10.80 3304 10.40 3584 6 10.80 2328 10.40 2635 10.40 2875 10.40 3230 10.40 3628 7 10.80 2345 10.40 2597 10.40 2925 10.00 3294 10.40 3601 8 10.80 2295 10.40 2585 10.40 2937 10.40 3237 10.40 3612 9 10.40 2307 10.40 2576 10.40 2913 10.40 3238 10.40 3650 10 10.40 2285 10.40 2612 10.40 2947 10.40 3189 10.40 3613 11 10.80 2309 10.80 2600 10.40 2908 10.40 3229 10.40 3618 12 10.80 2279 10.40 2546 10.40 2986 10.00 3257 10.40 3624 13 10.40 2282 10.40 2588 10.40 2941 10.40 3242 10.40 3613 14 10.80 2281 10.40 2656 10.40 2887 10.40 3220 10.40 3629 15 10.40 2323 10.40 2626 10.40 2914 10.40 3289 10.80 3629 16 10.40 2327 10.40 2605 10.40 2928 10.40 3216 10.40 3587 17 10.40 2291 10.40 2654 10.40 2947 10.40 3227 10.40 3584 18 10.40 2365 10.40 2615 10.80 3000 10.40 3261 10.80 3714 19 10.80 2311 10.40 2569 10.80 2905 10.40 3264 10.40 3543 20 10.80 2323 10.40 2641 10.00 2982 10.40 3326 10.40 3527 21 10.80 2258 10.80 2596 10.40 2990 10.40 3322 10.40 3620 22 10.80 2315 10.80 2607 10.40 2888 10.40 3281 10.40 3607 23 10.40 2274 10.40 2586 10.40 2875 10.80 3278 10.40 3632 24 10.80 2285 10.40 2594 10.40 2920 10.40 3325 10.80 3569 25 10.80 2324 10.40 2551 10.40 2952 10.40 3336 10.80 3612 26 10.40 2318 10.80 2602 10.40 2947 10.40 3285 10.40 3621 27 10.40 2338 10.00 2630 10.40 2904 10.40 3324 10.40 3674 28 10.80 2295 10.80 2622 10.40 2968 10.40 3288 10.40 3608 29 10.40 2411 10.40 2631 10.40 3021 10.00 3309 10.40 3649 30 10.80 2336 10.40 2580 10.40 2940 10.40 3271 10.40 3595 31 10.40 2295 10.40 2629 10.80 2930 10.40 3313 10.40 3568 32 10.40 2351 10.40 2637 10.00 2954 10.40 3330 10.40 3605 33 10.40 2389 10.80 2619 10.40 2917 10.40 3262 10.40 3612 34 10.80 2344 10.80 2640 10.80 2911 10.40 3275 10.40 3743 35 10.40 2384 10.00 2592 10.40 2898 10.40 3353 10.40 3631 36 10.80 2295 10.00 2619 10.00 2845 10.40 3235 10.40 3571 37 10.80 2672 10.40 2618 10.40 2934 10.40 3286 10.40 3677 38 10.40 2420 10.40 2625 10.80 2938 10.40 3205 10.40 3540 39 10.00 2257 10.40 2669 10.40 2918 10.40 3277 10.40 3602 40 10.40 2314 10.40 2620 10.80 2914 10.40 3242 10.40 3601 9 6000 6500 7000 7500 8000 Fitness Tiempo (ms) Fitness Tiempo (ms) Fitness Tiempo (ms) Fitness Tiempo (ms) Fitness Tiempo (ms) 1 10.00 3889 10.40 4289 10.40 4517 10.00 4896 10.40 5156 2 10.40 4007 10.40 4181 10.40 4595 10.40 4889 10.40 5070 3 10.40 3921 10.40 4280 10.40 4510 10.40 5751 10.40 5249 4 10.40 3907 10.40 4304 10.40 4506 10.40 4696 10.40 5212 5 10.40 3945 10.40 4196 10.40 4507 10.40 4815 10.40 5205 6 10.80 4041 10.40 4281 10.40 4495 10.40 4905 10.40 5160 7 10.40 3843 10.40 4258 10.40 4555 10.40 4775 10.00 5146 8 10.40 4025 10.40 4306 10.00 4514 10.40 4825 10.40 5215 9 10.40 4021 10.40 4170 10.40 4513 10.40 4915 10.40 5153 10 10.40 3950 10.40 4364 10.40 4610 10.40 4846 10.40 5181 11 10.40 3909 10.40 4246 10.40 4519 10.40 4818 10.40 5235 12 10.40 3943 10.40 4215 10.40 4584 10.40 4911 10.40 5254 13 10.00 3941 10.40 4277 10.40 4508 10.40 4924 10.40 5216 14 10.00 3896 10.40 4177 10.40 4539 10.40 4844 10.40 5114 15 10.40 3868 10.40 4270 10.40 4568 10.40 4809 10.00 5183 16 10.40 3935 10.40 4211 10.40 4492 10.40 4799 10.40 5253 17 10.40 3949 10.40 4285 10.40 4472 10.40 4863 10.40 5126 18 10.40 3985 10.40 4284 10.40 4617 10.40 4820 10.40 5272 19 10.40 3813 10.40 4253 10.40 4517 10.40 4881 10.40 5214 20 10.00 3913 10.40 4234 10.40 4526 10.00 4873 10.40 5238 21 10.40 3909 10.00 4219 10.40 4609 10.40 5041 10.40 5140 22 10.40 3950 10.40 4196 10.40 4547 10.40 5046 10.40 5272 23 10.40 3955 10.00 4245 10.40 4629 10.40 4949 10.40 5351 24 10.40 3902 10.40 4257 10.40 4486 10.40 4879 10.40 5170 25 10.40 4009 10.40 4130 10.40 4508 10.40 5013 10.40 5220 26 10.00 3959 10.40 4271 10.00 4536 10.40 4878 10.40 5275 27 10.40 3841 10.40 4279 10.00 4472 10.40 4856 10.00 5384 28 10.40 3914 10.40 4289 10.40 4520 10.40 4802 10.40 5207 29 10.40 3965 10.00 4118 10.00 4660 10.00 4923 10.00 5175 30 10.40 3906 10.00 4204 10.40 4558 10.40 4895 10.40 5245 31 10.40 3896 10.40 4235 10.00 4568 10.40 4937 10.40 5226 32 10.40 3940 10.40 4308 10.40 4480 10.00 4828 10.40 5253 33 10.40 3835 10.40 4232 10.40 4517 10.40 4917 10.80 5269 34 10.80 3885 10.40 4184 10.40 4583 10.40 4775 10.40 5231 35 10.40 3949 10.40 4285 10.40 4499 10.40 4821 10.40 5264 36 10.40 3815 10.40 4192 10.40 4558 10.80 4855 10.40 5380 37 10.40 3995 10.40 4229 10.40 4589 10.40 4811 10.40 5474 38 10.40 3965 10.40 4174 10.40 4559 10.40 4828 10.40 5166 39 10.40 3928 10.40 4189 10.40 4580 10.40 4895 10.40 5345 40 10.40 4034 10.00 4208 10.40 4563 10.40 4842 10.40 5322 10 8500 9000 9500 10000 10500 Fitness Tiempo (ms) Fitness Tiempo (ms) Fitness Tiempo (ms) Fitness Tiempo (ms) Fitness Tiempo (ms) 1 10.40 5584 10.40 5745 10.40 5938 10.40 6056 10.40 6310 2 10.40 5399 10.40 5661 10.40 5891 10.40 6068 10.40 6250 3 10.00 5632 10.40 5759 10.40 5764 10.00 5959 10.00 6369 4 10.00 5412 10.40 5694 10.40 5761 10.40 6012 10.40 6238 5 10.40 5520 10.00 5689 10.00 5905 10.40 5986 10.40 6289 6 10.40 5511 10.40 5647 10.40 5841 10.00 6098 10.40 6376 7 10.40 5551 10.40 5659 10.40 5834 10.40 6092 10.40 6421 8 10.40 5480 10.40 5728 10.40 5812 10.40 6016 10.40 6392 9 10.40 5505 10.00 5704 10.40 5818 10.40 6024 10.40 6291 10 10.40 5528 10.40 5668 10.40 5802 10.40 6022 10.40 6224 11 10.40 5469 10.40 5713 10.40 5886 10.00 6111 10.40 6243 12 10.40 5461 10.40 5725 10.40 5908 10.40 6056 10.40 6242 13 10.40 5547 10.40 5750 10.00 5792 10.40 6114 10.40 6326 14 10.40 5442 10.40 5732 10.40 5873 10.40 6003 10.40 6242 15 10.40 5511 10.40 5618 10.40 5862 10.40 6061 10.00 6212 16 10.40 5455 10.40 5623 10.40 5908 10.40 6092 10.40 6200 17 10.00 5518 10.00 5583 10.40 5938 10.40 6031 10.00 6220 18 10.40 5545 10.40 5672 10.40 5808 10.40 6071 10.40 6255 19 10.40 5489 10.40 5698 10.40 5803 10.00 6043 10.40 6287 20 10.40 5592 10.40 5599 10.40 5801 10.40 6011 10.40 6232 21 10.40 5437 10.40 5677 10.40 5860 10.40 6095 10.40 6202 22 10.40 5450 10.40 5623 10.40 5794 10.40 6035 10.40 6253 23 10.40 5529 10.40 5661 10.40 5827 10.40 6056 10.40 6173 24 10.40 5446 10.40 5654 10.00 5833 10.40 6105 10.40 6237 25 10.40 5466 10.40 5647 10.40 5902 10.40 6087 10.40 6288 26 10.40 5561 10.40 5687 10.00 5900 10.40 6027 10.40 6228 27 10.00 5486 10.00 5611 10.40 5820 10.40 6087 10.00 6329 28 10.40 5535 10.40 5636 10.40 5896 10.40 6008 10.40 6325 29 10.40 5462 10.40 5590 10.40 5905 10.40 6072 10.40 6195 30 10.40 5469 10.40 5640 10.40 5812 10.40 6013 10.40 6282 31 10.40 5516 10.40 5677 10.40 5859 10.40 6034 10.40 6207 32 10.40 5541 10.40 5621 10.40 5904 10.40 6077 10.40 6243 33 10.40 5507 10.40 5654 10.00 5846 10.00 6039 10.40 6281 34 10.40 5424 10.40 5582 10.40 5816 10.00 6041 10.40 6271 35 10.40 5513 10.40 5725 10.40 5789 10.40 6161 10.40 6258 36 10.40 5470 10.00 5650 10.40 5909 10.40 6028 10.40 6172 37 10.40 5597 10.00 5639 10.40 5829 10.40 6026 10.40 6346 38 10.40 5521 10.40 5675 10.40 5880 10.40 6010 10.40 6207 39 10.40 5542 10.40 5621 10.40 5889 10.40 6050 10.40 6231 40 10.40 5472 10.00 5694 10.40 5882 10.40 6065 10.40 6304 11 3 Calibración del Porcentaje de Casamiento Anexo 6 Ta m $ Po bl ac ió n M ax $ Ca sa m ie nt o Fi tn es s$ Gr as p Fi tn es s$ Ge ne tic o N um $ Ca sa m ie nt o Po rc en ta je $ de $e xi to so 1 31 6200 11.60 10.00 3125 50.40% 2 30 6000 11.20 10.00 3060 51.00% 3 30 6000 11.60 10.40 3306 55.10% 4 30 6000 10.80 10.80 2898 48.30% 5 30 6000 10.80 10.00 2931 48.85% 6 30 6000 11.20 10.00 3175 52.92% 7 30 6000 11.60 10.80 3184 53.07% 8 31 6200 11.20 10.40 2657 42.85% 9 31 6200 11.60 10.40 2654 42.81% 10 31 6200 11.60 10.00 3120 50.32% 11 31 6200 11.60 10.00 2973 47.95% 12 30 6000 11.60 10.40 3160 52.67% 13 30 6000 10.80 10.00 2838 47.30% 14 32 6400 11.20 10.40 3264 51.00% 15 30 6000 12.00 10.00 3315 55.25% 16 30 6000 11.60 10.40 3613 60.22% 17 30 6000 12.80 10.80 2812 46.87% 18 30 6000 12.00 10.40 3083 51.38% 19 32 6400 11.60 10.80 2672 41.75% 20 31 6200 12.00 10.40 2799 45.15% 21 32 6400 12.00 10.40 3518 54.97% 22 30 6000 11.60 10.00 2823 47.05% 23 32 6400 12.00 10.80 2956 46.19% 24 32 6400 11.60 10.40 3149 49.20% 25 31 6200 11.20 10.00 2950 47.58% 26 30 6000 11.60 10.40 3451 57.52% 27 30 6000 10.80 10.00 3288 54.80% 28 30 6000 11.60 10.40 3219 53.65% 29 30 6000 11.20 10.00 3089 51.48% 30 32 6400 12.80 10.00 3215 50.23% 31 31 6200 13.20 10.40 3207 51.73% 32 30 6000 11.60 10.40 3486 58.10% 33 32 6400 12.00 10.40 3302 51.59% 34 30 6000 11.60 10.00 3094 51.57% 35 32 6400 11.60 10.80 3392 53.00% 36 32 6400 10.40 10.40 3609 56.39% 37 31 6200 10.80 10.00 3300 53.23% 38 30 6000 10.40 10.40 3054 50.90% 39 30 6000 10.80 10.40 3204 53.40% 40 30 6000 12.00 10.00 3480 58.00% Po rc en ta je $d e$ ca sa m ie nt o: $5 % 12 Ta m $ Po bl ac ió n M ax $ Ca sa m ie nt o Fi tn es s$ Gr as p Fi tn es s$ Ge ne tic o N um $ Ca sa m ie nt o Po rc en ta je $ de $e xi to so 1 32 12800 11.60 10.40 5906 46.14% 2 31 12400 10.80 10.40 6738 54.34% 3 33 13200 10.80 10.80 6516 49.36% 4 31 12400 11.60 11.20 6871 55.41% 5 34 13600 11.60 10.00 6381 46.92% 6 30 12000 11.20 10.00 6361 53.01% 7 32 12800 11.20 10.40 5489 42.88% 8 30 12000 11.20 10.00 5312 44.27% 9 31 12400 11.60 10.00 6504 52.45% 10 30 12000 11.60 10.00 7499 62.49% 11 30 12000 11.60 10.40 6126 51.05% 12 33 13200 11.60 10.00 5730 43.41% 13 33 13200 11.60 10.00 6707 50.81% 14 33 13200 10.80 10.00 6981 52.89% 15 32 12800 12.40 10.40 5873 45.88% 16 30 12000 11.60 10.40 5491 45.76% 17 30 12000 12.00 10.40 6629 55.24% 18 30 12000 12.00 10.00 6865 57.21% 19 32 12800 12.40 11.20 6467 50.52% 20 32 12800 12.80 10.40 5772 45.09% 21 33 13200 10.80 10.00 7340 55.61% 22 31 12400 11.20 10.00 6156 49.65% 23 30 12000 10.80 10.00 7023 58.53% 24 30 12000 10.40 10.40 6582 54.85% 25 30 12000 11.20 10.00 6406 53.38% 26 32 12800 12.80 11.20 6425 50.20% 27 31 12400 12.00 10.80 6710 54.11% 28 32 12800 11.60 10.40 6147 48.02% 29 32 12800 11.60 10.00 7510 58.67% 30 34 13600 11.20 10.00 6149 45.21% 31 31 12400 10.80 10.00 5718 46.11% 32 32 12800 12.40 10.00 7044 55.03% 33 33 13200 11.60 10.40 6392 48.42% 34 32 12800 11.60 10.40 6217 48.57% 35 31 12400 12.40 10.00 6451 52.02% 36 32 12800 12.40 11.20 6629 51.79% 37 30 12000 10.80 10.00 5380 44.83% 38 31 12400 11.60 10.40 7562 60.98% 39 30 12000 11.60 10.00 6052 50.43% 40 30 12000 12.40 10.80 6287 52.39% Po rc en ta je $d e$ ca sa m ie nt o: $1 0% 13 Ta m $ Po bl ac ió n M ax $ Ca sa m ie nt o Fi tn es s$ Gr as p Fi tn es s$ Ge ne tic o N um $ Ca sa m ie nt o Po rc en ta je $ de $e xi to so 1 34 20400 12.00 10.80 9688 47.49% 2 31 18600 10.40 10.00 6282 33.77% 3 32 19200 12.00 10.80 7135 37.16% 4 32 19200 12.80 10.40 7605 39.61% 5 34 20400 11.60 10.40 10029 49.16% 6 30 18000 11.60 10.00 6951 38.62% 7 31 18600 10.80 10.00 7007 37.67% 8 30 18000 12.00 10.00 6657 36.98% 9 34 20400 12.80 10.40 10787 52.88% 10 32 19200 10.80 10.40 5520 28.75% 11 30 18000 11.60 10.00 6371 35.39% 12 30 18000 11.60 10.40 6658 36.99% 13 32 19200 12.00 10.80 6788 35.35% 14 30 18000 10.80 10.40 6484 36.02% 15 33 19800 12.00 10.00 6938 35.04% 16 32 19200 11.60 10.80 7125 37.11% 17 32 19200 10.40 10.40 6387 33.27% 18 30 18000 12.00 10.00 7320 40.67% 19 32 19200 12.00 10.40 6559 34.16% 20 31 18600 11.20 10.00 6697 36.01% 21 31 18600 11.20 10.40 6658 35.80% 22 32 19200 11.60 10.40 6772 35.27% 23 32 19200 11.60 10.00 6396 33.31% 24 32 19200 10.80 10.40 5613 29.23% 25 30 18000 11.20 10.00 6348 35.27% 26 30 18000 10.40 10.00 6946 38.59% 27 31 18600 11.20 10.40 6257 33.64% 28 30 18000 10.80 10.00 6830 37.94% 29 32 19200 12.00 10.00 6799 35.41% 30 30 18000 10.00 10.00 5601 31.12% 31 31 18600 10.80 10.40 7565 40.67% 32 31 18600 10.80 10.00 6050 32.53% 33 30 18000 10.40 10.00 5729 31.83% 34 33 19800 10.40 10.00 6900 34.85% 35 34 20400 11.20 10.00 9598 47.05% 36 31 18600 10.80 10.00 6403 34.42% 37 34 20400 10.80 10.40 8060 39.51% 38 31 18600 11.20 10.00 7419 39.89% 39 30 18000 10.80 10.40 6539 36.33% 40 33 19800 11.20 10.00 6807 34.38% Po rc en ta je $d e$ ca sa m ie nt o: $1 5% 14 Ta m $ Po bl ac ió n M ax $ Ca sa m ie nt o Fi tn es s$ Gr as p Fi tn es s$ Ge ne tic o N um $ Ca sa m ie nt o Po rc en ta je $ de $e xi to so 1 34 27200 10.80 10.40 10799 39.70% 2 33 26400 11.60 10.00 8048 30.48% 3 32 25600 10.80 10.80 9499 37.11% 4 34 27200 12.40 10.80 11083 40.75% 5 35 28000 11.60 10.00 14076 50.27% 6 31 24800 12.00 10.40 9514 38.36% 7 34 27200 11.20 10.00 10271 37.76% 8 33 26400 12.40 10.40 9070 34.36% 9 33 26400 11.60 10.80 8257 31.28% 10 32 25600 13.20 10.40 10121 39.54% 11 35 28000 11.60 10.00 15379 54.93% 12 31 24800 10.40 10.40 9748 39.31% 13 34 27200 12.00 12.00 11480 42.21% 14 33 26400 12.80 10.40 11355 43.01% 15 34 27200 11.60 10.40 11126 40.90% 16 30 24000 10.40 10.40 10575 44.06% 17 32 25600 11.20 10.00 9150 35.74% 18 32 25600 12.00 10.00 8726 34.09% 19 36 28800 12.40 10.00 12520 43.47% 20 34 27200 11.60 10.00 10370 38.13% 21 33 26400 11.60 10.00 9457 35.82% 22 32 25600 11.60 10.00 9670 37.77% 23 35 28000 12.00 10.40 13899 49.64% 24 35 28000 12.40 10.00 14012 50.04% 25 30 24000 11.20 10.40 9259 38.58% 26 30 24000 10.80 10.80 9905 41.27% 27 33 26400 11.60 10.40 8873 33.61% 28 34 27200 10.80 10.00 9121 33.53% 29 32 25600 11.60 10.00 9591 37.46% 30 31 24800 12.80 10.40 9689 39.07% 31 33 26400 11.60 10.00 9907 37.53% 32 30 24000 11.20 10.40 11044 46.02% 33 34 27200 12.00 10.40 9735 35.79% 34 32 25600 12.00 10.40 11100 43.36% 35 30 24000 10.80 10.00 9631 40.13% 36 35 28000 11.60 10.00 13684 48.87% 37 32 25600 12.00 10.40 10169 39.72% 38 33 26400 10.40 10.00 9800 37.12% 39 34 27200 11.60 10.40 10711 39.38% 40 33 26400 12.00 10.40 9323 35.31% Po rc en ta je $d e$ ca sa m ie nt o: $2 0% 15 Ta m $ Po bl ac ió n M ax $ Ca sa m ie nt o Fi tn es s$ Gr as p Fi tn es s$ Ge ne tic o N um $ Ca sa m ie nt o Po rc en ta je $ de $e xi to so 1 36 36000 10.40 10.40 16605 46.13% 2 33 33000 11.20 10.40 13798 41.81% 3 32 32000 11.60 10.40 14216 44.43% 4 34 34000 10.40 10.00 14072 41.39% 5 34 34000 12.00 10.80 13411 39.44% 6 36 36000 11.20 10.40 18447 51.24% 7 34 34000 11.60 10.40 15751 46.33% 8 33 33000 10.80 10.00 13801 41.82% 9 31 31000 11.20 11.20 13399 43.22% 10 36 36000 11.20 10.00 17601 48.89% 11 34 34000 12.80 10.40 13983 41.13% 12 31 31000 11.60 10.00 11538 37.22% 13 31 31000 12.00 10.40 13648 44.03% 14 33 33000 11.20 10.40 13034 39.50% 15 34 34000 10.80 10.00 13011 38.27% 16 33 33000 11.60 10.40 15545 47.11% 17 33 33000 11.20 10.00 14728 44.63% 18 36 36000 11.60 10.80 15778 43.83% 19 32 32000 11.60 10.40 14199 44.37% 20 34 34000 11.60 10.40 11751 34.56% 21 33 33000 12.80 10.40 14008 42.45% 22 35 35000 12.00 10.40 14051 40.15% 23 32 32000 13.20 11.20 13619 42.56% 24 32 32000 10.40 10.40 15195 47.48% 25 32 32000 11.20 10.00 14713 45.98% 26 32 32000 10.80 10.40 13471 42.10% 27 35 35000 12.00 10.40 15226 43.50% 28 32 32000 12.00 10.80 14678 45.87% 29 34 34000 11.60 10.00 13298 39.11% 30 31 31000 10.40 10.00 13802 44.52% 31 31 31000 11.60 10.00 13178 42.51% 32 35 35000 11.60 10.80 13600 38.86% 33 36 36000 12.00 10.40 15820 43.94% 34 33 33000 10.80 10.00 15138 45.87% 35 35 35000 10.00 10.00 12678 36.22% 36 32 32000 12.00 10.00 13656 42.68% 37 30 30000 12.00 11.20 14931 49.77% 38 35 35000 11.60 10.00 14850 42.43% 39 36 36000 12.80 10.40 18769 52.14% 40 35 35000 10.80 10.40 13917 39.76% Po rc en ta je $d e$ ca sa m ie nt o: $2 5% 16 Ta m $ Po bl ac ió n M ax $ Ca sa m ie nt o Fi tn es s$ Gr as p Fi tn es s$ Ge ne tic o N um $ Ca sa m ie nt o Po rc en ta je $ de $e xi to so 1 32 38400 11.20 10.00 17203 44.80% 2 36 43200 12.40 10.40 18455 42.72% 3 35 42000 12.00 10.40 17325 41.25% 4 35 42000 10.80 10.40 18361 43.72% 5 37 44400 11.60 10.00 21638 48.73% 6 35 42000 11.60 10.40 17338 41.28% 7 30 918 12.00 10.00 311 33.88% 8 31 37200 10.40 10.00 19360 52.04% 9 37 44400 12.40 10.00 21072 47.46% 10 32 38400 11.60 11.20 17502 45.58% 11 34 40800 11.20 10.00 18991 46.55% 12 38 45600 10.80 10.00 21916 48.06% 13 35 42000 10.80 10.00 17312 41.22% 14 37 44400 11.60 10.40 21604 48.66% 15 34 40800 10.40 10.00 16884 41.38% 16 31 948.6 12.40 10.40 304 32.05% 17 34 40800 11.60 10.40 17722 43.44% 18 35 42000 10.80 10.40 18328 43.64% 19 34 40800 12.40 10.00 18457 45.24% 20 35 42000 11.60 10.80 17691 42.12% 21 37 44400 11.20 10.40 22330 50.29% 22 32 38400 12.40 11.20 19305 50.27% 23 35 42000 11.20 10.40 15383 36.63% 24 31 37200 12.00 11.60 16772 45.09% 25 34 40800 12.00 10.40 15751 38.61% 26 36 43200 10.40 10.40 18319 42.41% 27 34 40800 11.60 10.00 17586 43.10% 28 36 43200 12.80 10.80 17580 40.69% 29 34 40800 11.20 10.40 17992 44.10% 30 37 44400 10.80 10.40 21835 49.18% 31 33 39600 11.60 10.40 17934 45.29% 32 36 43200 11.20 10.40 14994 34.71% 33 33 39600 12.00 10.40 17661 44.60% 34 36 43200 12.00 10.40 17577 40.69% 35 36 43200 11.60 10.40 18540 42.92% 36 34 40800 10.80 10.40 18874 46.26% 37 34 40800 11.60 10.40 18010 44.14% 38 32 38400 12.00 10.40 18336 47.75% 39 37 44400 11.60 10.80 20244 45.59% 40 34 40800 11.20 11.20 18748 45.95% Po rc en ta je $d e$ ca sa m ie nt o: $3 0% 17 Ta m $ Po bl ac ió n M ax $ Ca sa m ie nt o Fi tn es s$ Gr as p Fi tn es s$ Ge ne tic o N um $ Ca sa m ie nt o Po rc en ta je $ de $e xi to so 1 31 43400 11.60 10.00 16030 36.94% 2 34 47600 12.00 10.40 21828 45.86% 3 33 46200 12.00 10.80 20467 44.30% 4 35 49000 12.00 10.80 20869 42.59% 5 33 46200 11.20 10.40 23014 49.81% 6 32 44800 11.60 10.00 20719 46.25% 7 32 1142.4 12.00 10.00 463 40.53% 8 35 49000 12.00 10.00 21352 43.58% 9 35 49000 12.00 10.00 21482 43.84% 10 36 50400 11.60 10.40 21711 43.08% 11 35 49000 11.60 11.20 21785 44.46% 12 36 50400 12.00 10.80 21309 42.28% 13 31 1106.7 12.00 10.80 282 25.48% 14 34 47600 12.00 10.40 22436 47.13% 15 35 49000 11.60 10.40 20763 42.37% 16 34 47600 11.60 10.00 21790 45.78% 17 34 47600 11.60 10.00 19618 41.21% 18 33 46200 10.80 10.40 20768 44.95% 19 33 46200 12.00 10.00 18749 40.58% 20 30 1071 12.80 10.00 289 26.98% 21 32 1142.4 12.00 10.40 355 31.07% 22 35 49000 11.60 10.40 21050 42.96% 23 32 44800 12.80 10.40 19410 43.33% 24 37 51800 10.40 10.40 21954 42.38% 25 32 44800 12.80 10.40 22583 50.41% 26 34 47600 11.60 10.80 21728 45.65% 27 33 46200 11.60 10.40 18236 39.47% 28 36 50400 11.60 10.40 23005 45.64% 29 37 51800 12.40 10.40 18373 35.47% 30 33 46200 11.60 10.00 22292 48.25% 31 30 1071 12.00 11.20 253 23.62% 32 36 50400 11.60 10.40 21412 42.48% 33 33 46200 12.40 10.40 22379 48.44% 34 33 46200 11.60 10.40 22770 49.29% 35 31 1106.7 11.20 10.40 308 27.83% 36 33 46200 11.60 10.40 19861 42.99% 37 33 46200 11.60 10.40 21650 46.86% 38 36 50400 11.20 10.40 22576 44.79% 39 32 44800 11.60 10.00 20198 45.08% 40 33 46200 11.20 10.40 21232 45.96% Po rc en ta je $d e$ ca sa m ie nt o: $3 5% 18 Ta m $ Po bl ac ió n M ax $ Ca sa m ie nt o Fi tn es s$ Gr as p Fi tn es s$ Ge ne tic o N um $ Ca sa m ie nt o Po rc en ta je $ de $e xi to so 1 35 56000 11.20 10.00 26350 47.05% 2 34 54400 11.20 10.40 25035 46.02% 3 37 59200 11.20 10.40 26383 44.57% 4 32 51200 12.00 10.00 20280 39.61% 5 34 54400 12.00 10.40 22794 41.90% 6 36 57600 11.60 10.40 25926 45.01% 7 35 56000 10.80 10.00 27368 48.87% 8 36 57600 11.20 10.00 23368 40.57% 9 34 54400 12.40 10.80 25204 46.33% 10 34 54400 11.20 10.00 26053 47.89% 11 34 54400 10.80 10.00 26567 48.84% 12 37 59200 11.60 10.40 25576 43.20% 13 37 59200 12.00 10.00 21209 35.83% 14 34 54400 10.00 10.00 26920 49.49% 15 31 49600 11.60 10.40 21946 44.25% 16 34 54400 11.20 10.00 26135 48.04% 17 36 57600 12.00 10.00 23288 40.43% 18 36 57600 10.80 10.40 23391 40.61% 19 40 64000 11.20 10.40 30146 47.10% 20 33 52800 11.20 10.00 25678 48.63% 21 33 1346.4 10.40 10.00 442 32.83% 22 33 52800 10.80 10.00 26372 49.95% 23 36 57600 11.60 10.80 25757 44.72% 24 36 57600 12.40 10.00 26074 45.27% 25 35 56000 11.60 10.40 24694 44.10% 26 37 59200 10.40 10.00 24375 41.17% 27 33 1346.4 11.60 10.80 390 28.97% 28 36 57600 10.80 10.40 25486 44.25% 29 33 52800 11.60 10.40 26243 49.70% 30 37 59200 10.80 10.00 23523 39.73% 31 41 65600 12.00 10.40 26567 40.50% 32 34 54400 11.20 10.00 25279 46.47% 33 33 52800 11.60 10.40 24491 46.38% 34 34 54400 11.60 10.80 25886 47.58% 35 40 64000 11.20 10.00 30627 47.85% 36 34 54400 11.60 10.40 24509 45.05% 37 34 54400 10.40 10.40 23568 43.32% 38 35 56000 12.00 10.40 26254 46.88% 39 35 56000 11.60 10.80 26319 47.00% 40 37 59200 12.00 10.40 24115 40.73% Po rc en ta je $d e$ ca sa m ie nt o: $4 0% 19 Ta m $ Po bl ac ió n M ax $ Ca sa m ie nt o Fi tn es s$ Gr as p Fi tn es s$ Ge ne tic o N um $ Ca sa m ie nt o Po rc en ta je $ de $e xi to so 1 36 64800 12.40 10.40 30319 46.79% 2 38 68400 10.80 10.00 32259 47.16% 3 38 68400 11.20 10.00 32304 47.23% 4 34 61200 12.00 10.00 28498 46.57% 5 38 68400 11.60 10.00 31277 45.73% 6 34 61200 11.60 10.40 28556 46.66% 7 33 59400 11.60 10.40 26502 44.62% 8 34 61200 12.40 10.40 30829 50.37% 9 33 59400 11.60 10.00 24747 41.66% 10 40 72000 11.60 10.00 32691 45.40% 11 35 63000 12.40 11.20 28528 45.28% 12 35 63000 12.00 10.40 30065 47.72% 13 37 66600 11.60 10.00 28555 42.88% 14 33 1514.7 12.40 10.40 477 31.49% 15 37 66600 11.60 10.40 29749 44.67% 16 34 61200 11.60 10.40 29869 48.81% 17 40 72000 11.60 10.40 30338 42.14% 18 39 70200 11.60 10.00 34496 49.14% 19 33 59400 10.80 10.80 26441 44.51% 20 37 66600 11.60 10.00 29565 44.39% 21 37 66600 12.00 10.40 28615 42.97% 22 33 59400 10.80 10.40 24973 42.04% 23 38 68400 11.60 10.00 33042 48.31% 24 34 61200 11.20 10.00 28361 46.34% 25 34 61200 12.00 10.40 23638 38.62% 26 32 1468.8 11.60 10.00 400 27.23% 27 37 66600 11.60 10.00 28436 42.70% 28 33 59400 12.00 10.00 25244 42.50% 29 33 59400 12.00 10.00 24239 40.81% 30 34 61200 11.20 11.20 27971 45.70% 31 34 61200 10.40 10.00 29725 48.57% 32 34 61200 11.20 10.40 30712 50.18% 33 41 73800 12.00 11.60 31813 43.11% 34 42 75600 11.20 10.40 33367 44.14% 35 42 75600 12.00 10.00 34094 45.10% 36 35 63000 11.20 10.40 27923 44.32% 37 37 66600 11.60 10.80 29633 44.49% 38 35 63000 10.80 10.00 27612 43.83% 39 38 68400 12.80 10.40 30775 44.99% 40 38 68400 11.20 10.00 32310 47.24% Po rc en ta je $d e$ ca sa m ie nt o: $4 5% 20 Ta m $ Po bl ac ió n M ax $ Ca sa m ie nt o Fi tn es s$ Gr as p Fi tn es s$ Ge ne tic o N um $ Ca sa m ie nt o Po rc en ta je $ de $e xi to so 1 35 70000 11.20 10.80 34146 48.78% 2 38 76000 11.20 10.00 36562 48.11% 3 34 68000 12.00 10.00 31875 46.88% 4 35 70000 11.60 10.00 31445 44.92% 5 39 78000 11.60 10.00 37925 48.62% 6 37 74000 12.00 11.20 35055 47.37% 7 38 76000 12.80 11.20 37393 49.20% 8 31 62000 11.60 10.40 30298 48.87% 9 36 72000 11.20 10.40 32372 44.96% 10 38 76000 12.00 10.80 36068 47.46% 11 35 70000 10.80 10.00 31499 45.00% 12 37 74000 10.80 10.40 35025 47.33% 13 41 82000 10.40 10.00 36676 44.73% 14 34 68000 10.40 10.40 34688 51.01% 15 36 72000 10.80 10.80 33458 46.47% 16 34 1734 12.40 10.40 618 35.64% 17 39 78000 10.40 10.40 37439 48.00% 18 39 78000 10.80 10.40 35859 45.97% 19 37 74000 12.00 10.40 33569 45.36% 20 35 70000 11.60 10.00 33584 47.98% 21 34 68000 11.60 10.00 32308 47.51% 22 36 72000 10.80 10.40 34138 47.41% 23 35 70000 12.00 11.20 33104 47.29% 24 34 68000 11.20 10.00 33509 49.28% 25 39 78000 10.40 10.40 34639 44.41% 26 36 72000 11.60 10.40 32771 45.52% 27 32 64000 10.80 10.80 30933 48.33% 28 34 68000 11.60 10.40 34081 50.12% 29 40 80000 11.60 10.40 37114 46.39% 30 37 74000 12.00 10.00 33175 44.83% 31 39 78000 11.60 10.80 37517 48.10% 32 36 72000 10.80 10.40 34621 48.08% 33 34 68000 10.80 10.80 30589 44.98% 34 41 82000 11.60 10.40 35450 43.23% 35 34 68000 11.60 10.00 31899 46.91% 36 39 78000 10.80 10.40 36053 46.22% 37 35 70000 12.40 10.40 33542 47.92% 38 33 66000 12.80 11.20 30939 46.88% 39 38 76000 10.40 10.00 36258 47.71% 40 42 84000 12.40 10.80 41748 49.70% Po rc en ta je $d e$ ca sa m ie nt o: $5 0% 21 Ta m $ Po bl ac ió n M ax $ Ca sa m ie nt o Fi tn es s$ Gr as p Fi tn es s$ Ge ne tic o N um $ Ca sa m ie nt o Po rc en ta je $ de $e xi to so 1 33 1851.3 11.60 10.00 572 30.90% 2 33 1851.3 10.40 10.40 572 30.90% 3 41 90200 12.00 10.00 42407 47.01% 4 34 74800 12.80 11.20 35208 47.07% 5 36 79200 11.60 10.40 37635 47.52% 6 34 74800 11.60 10.40 31828 42.55% 7 41 90200 11.20 10.00 42118 46.69% 8 36 79200 11.60 10.00 38070 48.07% 9 36 79200 11.60 10.00 36720 46.36% 10 36 79200 12.00 10.00 37743 47.66% 11 36 79200 12.40 10.00 37774 47.69% 12 34 74800 11.20 10.00 33036 44.17% 13 33 1851.3 11.60 10.00 632 34.14% 14 35 77000 11.60 10.40 38946 50.58% 15 35 77000 12.00 10.00 38613 50.15% 16 38 83600 11.20 10.00 35747 42.76% 17 41 90200 10.80 10.40 37363 41.42% 18 34 1907.4 10.40 10.00 592 31.04% 19 36 79200 10.40 10.00 36505 46.09% 20 36 79200 12.00 10.00 36292 45.82% 21 35 77000 12.00 10.80 36662 47.61% 22 36 2019.6 11.60 10.00 658 32.58% 23 34 74800 10.80 10.40 32542 43.51% 24 34 74800 11.60 10.40 33692 45.04% 25 35 77000 11.60 10.00 37555 48.77% 26 38 83600 11.60 10.40 36243 43.35% 27 40 88000 10.80 10.40 39946 45.39% 28 42 92400 12.00 11.20 44711 48.39% 29 40 88000 12.80 10.00 39929 45.37% 30 38 83600 12.00 10.80 37529 44.89% 31 38 83600 12.00 10.00 36835 44.06% 32 38 83600 10.80 10.80 36818 44.04% 33 35 1963.5 12.40 10.80 743 37.84% 34 37 81400 11.20 10.80 39137 48.08% 35 38 83600 12.40 10.00 37567 44.94% 36 34 74800 11.60 10.00 33489 44.77% 37 38 83600 11.20 10.40 36025 43.09% 38 35 77000 12.00 10.40 37255 48.38% 39 36 79200 11.20 10.40 37000 46.72% 40 38 83600 12.00 10.00 34239 40.96% Po rc en ta je $d e$ ca sa m ie nt o: $5 5% 22 Ta m $ Po bl ac ió n M ax $ Ca sa m ie nt o Fi tn es s$ Gr as p Fi tn es s$ Ge ne tic o N um $ Ca sa m ie nt o Po rc en ta je $ de $e xi to so 1 36 86400 10.00 10.00 40117 46.43% 2 35 84000 11.20 10.00 42786 50.94% 3 38 91200 10.80 10.00 42283 46.36% 4 37 88800 12.00 10.40 41182 46.38% 5 38 91200 10.80 10.00 39871 43.72% 6 39 93600 11.60 10.00 46685 49.88% 7 35 84000 11.60 10.40 38430 45.75% 8 39 93600 11.20 10.40 45264 48.36% 9 36 86400 12.80 10.40 42248 48.90% 10 36 86400 10.80 10.00 42387 49.06% 11 39 93600 12.00 10.40 47187 50.41% 12 38 91200 11.20 10.00 42896 47.04% 13 38 91200 12.40 10.80 42367 46.46% 14 38 91200 10.80 10.40 40709 44.64% 15 37 88800 11.20 10.00 41402 46.62% 16 38 91200 12.40 10.40 39737 43.57% 17 37 88800 11.60 10.40 42515 47.88% 18 38 91200 10.00 10.00 40792 44.73% 19 40 96000 11.20 10.00 46144 48.07% 20 37 88800 10.80 10.00 42281 47.61% 21 35 84000 12.00 10.00 42446 50.53% 22 38 91200 10.80 10.00 38727 42.46% 23 35 84000 11.60 11.20 41966 49.96% 24 39 93600 10.80 10.40 46188 49.35% 25 38 91200 11.20 10.40 36495 40.02% 26 32 1958.4 11.20 10.40 742 37.89% 27 35 2142 11.20 10.00 746 34.83% 28 37 2264.4 10.80 10.40 797 35.20% 29 35 2142 10.40 10.40 761 35.53% 30 36 86400 12.00 10.40 41663 48.22% 31 37 88800 12.80 10.00 40818 45.97% 32 35 2142 10.80 10.40 799 37.30% 33 41 98400 10.80 10.00 45648 46.39% 34 37 88800 10.40 10.40 39099 44.03% 35 36 86400 11.60 11.60 35340 40.90% 36 39 93600 11.60 10.40 46985 50.20% 37 36 86400 11.60 10.40 41838 48.42% 38 38 91200 11.60 10.40 41662 45.68% 39 37 88800 12.40 10.40 41108 46.29% 40 37 88800 11.60 10.40 41475 46.71% Po rc en ta je $d e$ ca sa m ie nt o: $6 0% 23 Ta m $ Po bl ac ió n M ax $ Ca sa m ie nt o Fi tn es s$ Gr as p Fi tn es s$ Ge ne tic o N um $ Ca sa m ie nt o Po rc en ta je $ de $e xi to so 1 40 104000 12.40 10.40 49573 47.67% 2 40 104000 10.40 10.40 46746 44.95% 3 39 101400 12.40 10.00 47330 46.68% 4 41 106600 11.60 10.80 49332 46.28% 5 37 96200 11.60 10.00 39553 41.12% 6 41 106600 12.40 10.40 49129 46.09% 7 32 2121.6 11.60 11.60 522 24.60% 8 38 98800 11.60 10.40 44875 45.42% 9 34 88400 11.60 10.80 41466 46.91% 10 36 93600 10.80 10.00 45336 48.44% 11 41 106600 12.00 10.40 47222 44.30% 12 32 2121.6 11.20 11.20 635 29.93% 13 40 104000 12.00 10.40 47160 45.35% 14 40 104000 11.60 10.00 48431 46.57% 15 40 104000 10.00 10.00 49769 47.85% 16 33 2187.9 11.20 10.40 896 40.95% 17 38 98800 12.00 10.00 45314 45.86% 18 40 104000 11.20 10.00 48010 46.16% 19 41 106600 11.60 10.40 49280 46.23% 20 42 109200 12.80 10.00 50383 46.14% 21 37 96200 11.60 10.40 41990 43.65% 22 36 93600 11.20 10.40 45693 48.82% 23 41 106600 10.80 10.40 49422 46.36% 24 38 98800 10.80 10.00 45220 45.77% 25 41 106600 10.40 10.40 49313 46.26% 26 39 101400 10.80 10.00 48102 47.44% 27 43 111800 11.60 10.00 53196 47.58% 28 39 101400 11.60 10.40 50220 49.53% 29 41 106600 10.80 10.80 49024 45.99% 30 42 109200 10.80 10.40 54514 49.92% 31 39 101400 11.20 10.80 49627 48.94% 32 40 104000 10.80 10.80 50521 48.58% 33 39 101400 11.60 10.40 49588 48.90% 34 37 96200 11.20 10.40 46798 48.65% 35 41 106600 11.60 10.00 45772 42.94% 36 36 2386.8 10.40 10.40 761 31.88% 37 40 104000 11.60 10.00 48364 46.50% 38 39 101400 11.60 10.00 50341 49.65% 39 38 98800 11.60 10.40 44898 45.44% 40 35 91000 11.20 10.40 42262 46.44% Po rc en ta je $d e$ ca sa m ie nt o: $6 5% 24 Ta m $ Po bl ac ió n M ax $ Ca sa m ie nt o Fi tn es s$ Gr as p Fi tn es s$ Ge ne tic o N um $ Ca sa m ie nt o Po rc en ta je $ de $e xi to so 1 44 123200 12.00 10.40 56460 45.83% 2 39 109200 12.80 11.60 51493 47.15% 3 35 2499 11.60 11.60 833 33.33% 4 39 109200 12.00 10.40 53400 48.90% 5 36 100800 11.20 11.20 50323 49.92% 6 40 112000 10.80 10.40 54494 48.66% 7 41 114800 11.20 10.40 53022 46.19% 8 39 109200 10.80 10.40 53822 49.29% 9 47 131600 12.40 10.00 62093 47.18% 10 34 95200 10.40 10.40 45182 47.46% 11 45 126000 11.60 10.40 60995 48.41% 12 41 114800 12.00 11.20 53724 46.80% 13 39 109200 10.40 10.00 54138 49.58% 14 40 2856 10.80 10.80 883 30.92% 15 40 112000 12.00 10.40 53084 47.40% 16 38 106400 10.80 10.00 49341 46.37% 17 37 103600 11.60 10.40 49954 48.22% 18 41 114800 12.00 10.00 52895 46.08% 19 40 112000 11.60 10.00 50212 44.83% 20 41 114800 13.20 10.40 50887 44.33% 21 42 117600 11.20 10.40 54751 46.56% 22 40 112000 11.20 10.00 51948 46.38% 23 42 117600 11.20 10.40 56526 48.07% 24 40 112000 11.60 10.40 52830 47.17% 25 36 100800 11.20 10.00 50516 50.12% 26 37 103600 12.00 10.00 49872 48.14% 27 39 109200 12.00 10.40 54406 49.82% 28 41 114800 10.80 10.40 50516 44.00% 29 42 117600 12.00 10.40 57048 48.51% 30 35 98000 10.40 10.00 45417 46.34% 31 43 120400 11.60 10.40 58452 48.55% 32 40 112000 11.20 10.00 53273 47.57% 33 37 103600 12.80 10.80 49392 47.68% 34 43 120400 10.40 10.00 55236 45.88% 35 40 112000 12.40 10.00 53960 48.18% 36 42 117600 10.80 10.40 56578 48.11% 37 43 120400 12.00 10.00 54304 45.10% 38 42 117600 11.20 10.00 57217 48.65% 39 42 117600 12.00 10.00 55223 46.96% 40 37 103600 11.20 10.40 49818 48.09% Po rc en ta je $d e$ ca sa m ie nt o: $7 0% 25 Ta m $ Po bl ac ió n M ax $ Ca sa m ie nt o Fi tn es s$ Gr as p Fi tn es s$ Ge ne tic o N um $ Ca sa m ie nt o Po rc en ta je $ de $e xi to so 1 44 132000 10.40 10.40 66722 50.55% 2 34 2601 11.60 10.00 852 32.76% 3 39 2983.5 11.20 10.00 932 31.24% 4 38 2907 10.80 10.40 991 34.09% 5 34 2601 12.00 10.40 758 29.14% 6 37 2830.5 10.80 10.40 938 33.14% 7 39 117000 11.20 10.40 57563 49.20% 8 41 123000 11.60 10.40 57686 46.90% 9 35 105000 12.80 10.00 49467 47.11% 10 40 120000 12.00 10.40 57342 47.79% 11 40 3060 10.80 10.40 1002 32.75% 12 42 126000 12.00 10.80 58503 46.43% 13 40 120000 11.20 10.00 56882 47.40% 14 45 135000 11.60 10.40 65397 48.44% 15 35 2677.5 12.80 11.20 795 29.69% 16 34 2601 11.60 10.40 857 32.95% 17 36 108000 11.60 10.40 50626 46.88% 18 38 114000 11.60 10.80 54260 47.60% 19 35 105000 12.00 10.40 50292 47.90% 20 36 2754 12.00 10.40 953 34.60% 21 44 132000 11.60 10.00 65251 49.43% 22 44 132000 10.40 10.00 60256 45.65% 23 39 117000 10.40 10.00 55262 47.23% 24 40 120000 12.00 10.00 56283 46.90% 25 36 108000 11.20 10.80 53781 49.80% 26 41 123000 12.00 10.40 59117 48.06% 27 43 129000 12.40 10.40 60823 47.15% 28 41 123000 10.80 10.00 58376 47.46% 29 33 2524.5 12.40 10.40 772 30.58% 30 38 114000 10.80 10.00 51867 45.50% 31 41 123000 11.60 10.40 58186 47.31% 32 42 3213 12.40 10.80 1125 35.01% 33 40 120000 12.00 10.00 56178 46.82% 34 40 120000 10.40 10.40 57023 47.52% 35 44 132000 10.80 10.00 64102 48.56% 36 36 2754 10.80 10.40 919 33.37% 37 38 114000 12.00 10.40 53193 46.66% 38 37 111000 11.60 10.00 53228 47.95% 39 43 129000 11.60 10.40 61044 47.32% 40 40 120000 11.20 10.40 51092 42.58% Po rc en ta je $d e$ ca sa m ie nt o: $7 5% 26 Ta m $ Po bl ac ió n M ax $ Ca sa m ie nt o Fi tn es s$ Gr as p Fi tn es s$ Ge ne tic o N um $ Ca sa m ie nt o Po rc en ta je $ de $e xi to so 1 42 134400 12.00 10.40 66169 49.23% 2 41 131200 12.00 10.40 61536 46.90% 3 41 131200 12.00 10.00 61102 46.57% 4 42 134400 12.00 10.00 60091 44.71% 5 42 134400 11.60 10.00 66379 49.39% 6 43 137600 11.60 10.40 63911 46.45% 7 38 3100.8 12.40 11.20 994 32.06% 8 35 112000 12.40 10.40 54098 48.30% 9 36 2937.6 11.60 10.40 883 30.06% 10 40 128000 10.80 10.00 61415 47.98% 11 37 3019.2 12.40 11.20 943 31.23% 12 35 2856 11.60 10.00 874 30.60% 13 35 2856 11.60 10.40 866 30.32% 14 39 124800 11.20 10.40 61759 49.49% 15 38 121600 11.60 10.00 57127 46.98% 16 41 131200 10.80 10.00 58304 44.44% 17 40 128000 11.20 10.40 58512 45.71% 18 42 134400 10.40 10.40 63993 47.61% 19 38 121600 12.00 10.00 53775 44.22% 20 39 124800 11.60 10.80 62853 50.36% 21 38 121600 10.80 10.00 56113 46.15% 22 35 2856 11.60 10.40 1006 35.22% 23 41 131200 10.40 10.40 62652 47.75% 24 36 2937.6 10.40 10.00 996 33.91% 25 40 128000 11.60 10.00 62287 48.66% 26 35 2856 12.00 10.40 998 34.94% 27 43 137600 11.20 10.40 61000 44.33% 28 37 118400 11.60 10.40 57587 48.64% 29 39 3182.4 11.20 10.00 1107 34.79% 30 39 124800 12.00 10.80 61460 49.25% 31 37 3019.2 10.80 10.80 1046 34.64% 32 40 3264 10.40 10.40 1161 35.57% 33 43 137600 11.60 10.40 64412 46.81% 34 47 150400 11.60 10.40 70252 46.71% 35 36 2937.6 11.60 10.00 1026 34.93% 36 40 3264 12.40 10.00 899 27.54% 37 39 3182.4 10.80 10.00 1102 34.63% 38 37 118400 12.00 10.40 59080 49.90% 39 43 137600 12.00 10.40 66424 48.27% 40 36 2937.6 11.60 10.00 968 32.95% Po rc en ta je $d e$ ca sa m ie nt o: $8 0% 27 Ta m $ Po bl ac ió n M ax $ Ca sa m ie nt o Fi tn es s$ Gr as p Fi tn es s$ Ge ne tic o N um $ Ca sa m ie nt o Po rc en ta je $ de $e xi to so 1 40 136000 11.60 10.00 64214 47.22% 2 40 3468 10.80 10.00 1235 35.61% 3 46 156400 12.00 10.40 77743 49.71% 4 40 136000 12.80 11.20 66221 48.69% 5 47 159800 10.40 10.00 76418 47.82% 6 40 3468 11.20 10.00 1187 34.23% 7 44 149600 12.80 11.60 73228 48.95% 8 41 139400 11.20 10.00 64265 46.10% 9 42 142800 11.60 10.00 63982 44.81% 10 39 3381.3 11.20 10.00 1243 36.76% 11 44 149600 11.60 10.40 72435 48.42% 12 38 3294.6 10.80 10.40 1081 32.81% 13 41 139400 11.20 10.40 66111 47.43% 14 39 132600 10.80 10.40 64298 48.49% 15 38 129200 11.20 10.40 61549 47.64% 16 41 139400 12.00 10.40 65107 46.71% 17 42 3641.4 12.40 10.00 1266 34.77% 18 41 139400 11.20 10.00 66601 47.78% 19 41 3554.7 10.80 10.00 1175 33.05% 20 36 3121.2 12.80 10.40 1108 35.50% 21 43 146200 12.00 10.00 67991 46.51% 22 46 156400 10.80 10.40 74185 47.43% 23 40 136000 12.40 10.40 66166 48.65% 24 43 146200 11.20 10.00 69342 47.43% 25 38 129200 12.00 10.00 61702 47.76% 26 43 3728.1 11.60 10.00 1444 38.73% 27 38 129200 11.60 10.80 61735 47.78% 28 37 3207.9 11.60 10.40 1054 32.86% 29 42 3641.4 12.00 10.40 1087 29.85% 30 44 149600 10.40 10.00 72263 48.30% 31 35 3034.5 11.20 10.00 1018 33.55% 32 40 136000 12.80 11.20 65320 48.03% 33 42 3641.4 11.20 10.00 1156 31.75% 34 42 142800 10.40 10.00 69863 48.92% 35 44 149600 11.60 10.00 73387 49.06% 36 48 163200 11.20 10.00 75738 46.41% 37 38 3294.6 11.60 10.40 1021 30.99% 38 41 139400 10.80 10.00 62500 44.84% 39 34 2947.8 12.00 10.80 875 29.68% 40 41 139400 11.60 10.40 61752 44.30% Po rc en ta je $d e$ ca sa m ie nt o: $8 5% 28 Ta m $ Po bl ac ió n M ax $ Ca sa m ie nt o Fi tn es s$ Gr as p Fi tn es s$ Ge ne tic o N um $ Ca sa m ie nt o Po rc en ta je $ de $e xi to so 1 44 158400 12.40 10.00 78475 49.54% 2 46 165600 10.40 10.40 80970 48.89% 3 47 169200 11.60 10.00 80494 47.57% 4 43 3947.4 10.40 10.00 1360 34.45% 5 37 3396.6 12.40 10.40 1101 32.41% 6 41 147600 11.60 10.00 69625 47.17% 7 38 3488.4 12.00 10.40 1100 31.53% 8 43 154800 11.20 10.00 70034 45.24% 9 48 172800 12.40 10.40 83789 48.49% 10 40 144000 10.40 10.40 68183 47.35% 11 47 169200 11.20 10.00 78783 46.56% 12 36 3304.8 12.00 10.00 1161 35.13% 13 42 3855.6 11.60 10.40 1419 36.80% 14 47 169200 12.00 10.40 78744 46.54% 15 39 3580.2 12.00 10.40 1218 34.02% 16 36 3304.8 12.00 10.40 1010 30.56% 17 42 3855.6 12.00 10.40 1438 37.30% 18 43 154800 11.60 10.00 72117 46.59% 19 35 3213 12.40 10.40 1020 31.75% 20 47 169200 10.40 10.00 79783 47.15% 21 37 3396.6 12.00 10.80 1264 37.21% 22 39 3580.2 10.80 10.00 1307 36.51% 23 43 154800 11.60 10.00 74788 48.31% 24 39 140400 11.20 10.00 66651 47.47% 25 44 4039.2 11.60 10.40 1225 30.33% 26 42 151200 12.80 10.00 74332 49.16% 27 41 147600 10.40 10.00 65421 44.32% 28 43 3947.4 11.60 10.00 1280 32.43% 29 34 3121.2 11.20 10.00 1120 35.88% 30 40 3672 10.40 10.40 1110 30.23% 31 39 3580.2 11.20 10.40 1050 29.33% 32 40 144000 11.60 10.40 68908 47.85% 33 34 3121.2 12.80 10.80 1000 32.04% 34 38 3488.4 12.00 10.00 1244 35.66% 35 46 165600 10.80 10.00 80318 48.50% 36 37 3396.6 11.60 10.40 1174 34.56% 37 39 3580.2 11.60 10.80 1299 36.28% 38 38 3488.4 10.80 10.40 1198 34.34% 39 47 169200 12.00 10.00 81165 47.97% 40 46 165600 10.40 10.00 77765 46.96% Po rc en ta je $d e$ ca sa m ie nt o: $9 0% 29 Ta m $ Po bl ac ió n M ax $ Ca sa m ie nt o Fi tn es s$ Gr as p Fi tn es s$ Ge ne tic o N um $ Ca sa m ie nt o Po rc en ta je $ de $e xi to so 1 47 178600 11.60 10.00 85798 48.04% 2 40 152000 12.00 10.40 74917 49.29% 3 40 3876 10.40 10.40 1229 31.71% 4 45 171000 12.40 10.00 76152 44.53% 5 42 4069.8 12.00 10.40 1458 35.82% 6 40 152000 12.00 10.00 73385 48.28% 7 41 3972.9 11.20 10.00 1197 30.13% 8 41 3972.9 12.00 10.40 1352 34.03% 9 42 159600 11.20 10.40 75297 47.18% 10 39 3779.1 11.20 10.40 1302 34.45% 11 42 159600 11.20 10.40 75731 47.45% 12 42 159600 12.00 10.80 75426 47.26% 13 42 4069.8 10.80 10.00 1305 32.07% 14 44 167200 12.00 10.80 83384 49.87% 15 36 3488.4 11.60 10.40 1134 32.51% 16 44 167200 10.40 10.00 79878 47.77% 17 41 155800 11.60 10.40 72087 46.27% 18 41 155800 12.40 11.20 71601 45.96% 19 44 167200 12.00 10.80 81499 48.74% 20 40 3876 11.60 10.00 1287 33.20% 21 46 174800 12.00 10.80 83127 47.56% 22 44 167200 11.60 10.40 81181 48.55% 23 46 174800 11.60 10.40 84876 48.56% 24 48 182400 11.60 10.00 89260 48.94% 25 44 167200 11.60 10.00 83003 49.64% 26 47 178600 10.40 10.00 85792 48.04% 27 46 174800 10.80 10.40 85894 49.14% 28 41 3972.9 11.60 10.40 1251 31.49% 29 43 4166.7 10.80 10.40 1574 37.78% 30 42 4069.8 11.60 10.80 1277 31.38% 31 42 4069.8 12.00 10.80 1366 33.56% 32 42 159600 11.60 10.00 77595 48.62% 33 36 3488.4 10.80 10.00 1186 34.00% 34 44 167200 12.00 10.80 80765 48.30% 35 38 3682.2 11.20 10.40 1163 31.58% 36 40 3876 10.80 10.00 1297 33.46% 37 43 4166.7 11.60 10.40 1542 37.01% 38 37 3585.3 12.00 10.40 1304 36.37% 39 35 3391.5 10.80 10.80 1208 35.62% 40 43 163400 11.20 10.40 73687 45.10% Po rc en ta je $d e$ ca sa m ie nt o: $9 5% 30 4 Calibración del Porcentaje de Mutación Anexo 7 Ta m $P ob la ci ón M ax $M ut ac ió n Fi tn es s$G ra sp Fi tn es s$ Ge ne tic o N um $M ut ac ió n M ut ac io ne s$ ex ito sa s 1 37 5920 11.60 10.00 3017 50.96% 2 31 4960 11.60 11.20 2901 58.49% 3 33 5280 12.00 10.00 2986 56.55% 4 37 5920 11.60 10.40 2914 49.22% 5 31 4960 12.00 10.40 2896 58.39% 6 38 6080 10.40 10.00 2834 46.61% 7 36 5760 12.00 10.00 2852 49.51% 8 36 5760 12.40 10.80 2875 49.91% 9 37 5920 12.00 10.40 3063 51.74% 10 37 5920 10.40 10.40 2851 48.16% 11 33 5280 11.60 10.00 2934 55.57% 12 35 5600 11.60 10.80 2893 51.66% 13 37 5920 11.60 10.00 2906 49.09% 14 33 5280 11.20 10.80 2869 54.34% 15 36 5760 12.40 10.40 2972 51.60% 16 33 5280 10.80 10.80 2808 53.18% 17 34 5440 11.20 10.80 2924 53.75% 18 36 5760 10.80 10.80 2935 50.95% 19 38 6080 11.20 10.00 3070 50.49% 20 35 5600 11.60 10.00 3115 55.63% 21 32 5120 10.80 10.00 3002 58.63% 22 35 5600 10.80 10.00 2889 51.59% 23 35 5600 11.60 10.00 3042 54.32% 24 34 5440 11.20 10.00 3062 56.29% 25 35 5600 11.60 10.40 3068 54.79% 26 36 5760 10.80 10.00 2962 51.42% 27 37 5920 10.80 10.00 3024 51.08% 28 36 5760 11.60 10.00 3032 52.64% 29 33 5280 11.60 10.00 3085 58.43% 30 31 4960 10.80 10.00 3052 61.53% 31 36 5760 11.60 11.20 2846 49.41% 32 35 5600 11.60 10.80 3004 53.64% 33 38 6080 10.80 10.00 3022 49.70% 34 36 5760 11.60 10.40 2814 48.85% 35 36 5760 12.40 12.00 3166 54.97% 36 40 6400 12.80 10.40 3004 46.94% 37 39 6240 10.80 10.00 2961 47.45% 38 32 5120 12.40 10.40 3137 61.27% 39 37 5920 11.60 10.40 2900 48.99% 40 30 4800 11.60 10.40 2864 59.67% Po rc en ta je $d e$ m ut ac ió n: $4 % 31 Ta m $P ob la ci ón M ax $M ut ac ió n Fi tn es s$G ra sp Fi tn es s$ Ge ne tic o N um $M ut ac ió n M ut ac io ne s$ ex ito sa s 1 33 6600 11.60 10.40 3037 46.02% 2 35 7000 11.20 10.80 2852 40.74% 3 31 6200 11.60 10.00 3088 49.81% 4 36 7200 11.60 10.40 3011 41.82% 5 37 7400 12.80 10.40 3032 40.97% 6 33 6600 10.80 10.40 3079 46.65% 7 32 6400 11.60 10.00 2889 45.14% 8 33 6600 12.00 10.80 3070 46.52% 9 39 7800 11.60 10.40 3054 39.15% 10 34 6800 10.40 10.00 3055 44.93% 11 34 6800 11.20 10.40 2995 44.04% 12 36 7200 10.80 10.40 2883 40.04% 13 34 6800 12.00 10.40 2991 43.99% 14 35 7000 11.60 10.00 2955 42.21% 15 36 7200 10.80 10.00 2851 39.60% 16 36 7200 12.00 10.40 2962 41.14% 17 36 7200 12.00 10.00 3049 42.35% 18 39 7800 12.00 10.00 2981 38.22% 19 34 6800 11.60 10.40 3009 44.25% 20 31 6200 11.60 10.00 3056 49.29% 21 34 6800 11.60 10.00 3084 45.35% 22 37 7400 10.80 10.40 3137 42.39% 23 34 6800 11.20 10.00 2958 43.50% 24 36 7200 10.40 10.40 2847 39.54% 25 38 7600 12.80 10.40 2952 38.84% 26 38 7600 11.60 10.00 3006 39.55% 27 34 6800 10.40 10.00 2861 42.07% 28 32 6400 11.20 10.00 3074 48.03% 29 33 6600 10.40 10.00 3059 46.35% 30 33 6600 10.80 10.40 3113 47.17% 31 32 6400 10.80 10.00 3065 47.89% 32 41 8200 11.60 10.00 6092 74.29% 33 34 6800 10.40 10.00 2892 42.53% 34 33 6600 10.80 10.00 3030 45.91% 35 31 6200 10.80 10.40 3077 49.63% 36 36 7200 11.60 10.40 3047 42.32% 37 34 6800 11.60 10.00 2941 43.25% 38 31 6200 12.00 10.40 3049 49.18% 39 37 7400 11.60 10.40 2920 39.46% 40 34 6800 10.40 10.00 3155 46.40% Po rc en ta je $d e$ m ut ac ió n: $5 % 32 Ta m $P ob la ci ón M ax $M ut ac ió n Fi tn es s$G ra sp Fi tn es s$ Ge ne tic o N um $M ut ac ió n M ut ac io ne s$ ex ito sa s 1 32 7680 11.20 10.80 3063 39.88% 2 33 7920 11.20 10.00 3037 38.35% 3 36 8640 12.80 10.00 5808 67.22% 4 34 8160 11.20 10.40 6086 74.58% 5 35 8400 11.60 10.40 5723 68.13% 6 37 8880 11.20 10.40 5703 64.22% 7 34 8160 11.60 10.40 6040 74.02% 8 31 7440 12.40 10.00 3023 40.63% 9 40 9600 10.80 10.40 6193 64.51% 10 33 7920 11.60 10.00 3052 38.54% 11 33 7920 11.20 10.40 2862 36.14% 12 35 8400 12.00 10.00 6108 72.71% 13 34 8160 12.00 10.40 6043 74.06% 14 38 9120 11.60 10.00 5788 63.46% 15 37 8880 10.00 10.00 6116 68.87% 16 37 8880 12.80 10.40 6065 68.30% 17 34 8160 11.60 10.40 5725 70.16% 18 38 9120 11.60 10.40 5784 63.42% 19 35 8400 10.80 10.00 6040 71.90% 20 36 8640 11.60 10.00 6097 70.57% 21 33 7920 12.00 10.40 3059 38.62% 22 35 8400 11.60 10.00 5987 71.27% 23 38 9120 11.60 10.00 6128 67.19% 24 32 7680 11.60 10.00 3049 39.70% 25 35 8400 11.20 10.40 5680 67.62% 26 35 8400 12.40 10.40 6128 72.95% 27 32 7680 12.40 10.40 3090 40.23% 28 31 7440 11.60 10.80 3066 41.21% 29 38 9120 12.00 10.40 6177 67.73% 30 35 8400 12.40 10.40 6142 73.12% 31 32 7680 10.80 10.40 3095 40.30% 32 34 8160 10.80 10.40 5818 71.30% 33 34 8160 11.60 10.00 6038 74.00% 34 41 9840 10.80 10.00 6095 61.94% 35 37 8880 11.20 10.40 5842 65.79% 36 37 8880 11.60 10.00 6068 68.33% 37 31 7440 10.40 10.00 3004 40.38% 38 35 8400 12.40 11.20 5704 67.90% 39 33 7920 10.80 10.00 3135 39.58% 40 38 9120 12.00 10.40 5826 63.88% Po rc en ta je $d e$ m ut ac ió n: $6 % 33 Ta m $P ob la ci ón M ax $M ut ac ió n Fi tn es s$G ra sp Fi tn es s$ Ge ne tic o N um $M ut ac ió n M ut ac io ne s$ ex ito sa s 1 34 9520 11.60 10.80 5700 59.87% 2 35 9800 10.40 10.00 5710 58.27% 3 35 9800 13.60 10.00 6267 63.95% 4 35 9800 11.60 10.80 5697 58.13% 5 33 9240 12.00 10.00 6271 67.87% 6 35 9800 11.60 10.80 5751 58.68% 7 34 9520 10.40 10.00 5962 62.63% 8 32 8960 12.00 10.80 6070 67.75% 9 38 10640 10.40 10.00 5834 54.83% 10 33 9240 11.20 10.40 5651 61.16% 11 35 9800 10.80 10.80 6141 62.66% 12 35 9800 11.20 10.40 5960 60.82% 13 32 8960 12.00 10.00 5786 64.58% 14 36 10080 10.00 10.00 6152 61.03% 15 36 10080 11.60 11.20 5987 59.39% 16 37 10360 11.60 10.00 5742 55.42% 17 32 8960 10.80 10.00 5690 63.50% 18 35 9800 11.60 10.40 6048 61.71% 19 38 10640 12.00 10.00 6008 56.47% 20 34 9520 11.20 10.00 5765 60.56% 21 35 9800 11.60 10.40 6039 61.62% 22 34 9520 11.60 10.00 6071 63.77% 23 32 8960 11.60 10.80 5739 64.05% 24 35 9800 11.60 10.40 5933 60.54% 25 34 9520 12.80 10.80 6151 64.61% 26 37 10360 12.00 11.20 5948 57.41% 27 35 9800 10.80 10.00 6222 63.49% 28 32 8960 12.00 10.40 6049 67.51% 29 38 10640 11.60 10.40 5892 55.38% 30 36 10080 10.40 10.00 6151 61.02% 31 38 10640 11.60 10.40 6013 56.51% 32 36 10080 11.60 10.00 6095 60.47% 33 33 9240 12.00 10.40 6052 65.50% 34 35 9800 12.40 10.40 6133 62.58% 35 34 9520 11.60 10.40 5702 59.89% 36 37 10360 11.60 10.00 5739 55.40% 37 31 8680 10.40 10.00 6264 72.17% 38 36 10080 12.40 10.00 5947 59.00% 39 34 9520 10.00 10.00 6103 64.11% 40 35 9800 10.80 10.80 5676 57.92% Po rc en ta je $d e$ m ut ac ió n: $7 % 34 Ta m $P ob la ci ón M ax $M ut ac ió n Fi tn es s$G ra sp Fi tn es s$ Ge ne tic o N um $M ut ac ió n M ut ac io ne s$ ex ito sa s 1 32 10240 10.80 10.00 6165 60.21% 2 31 9920 11.60 10.40 5743 57.89% 3 35 11200 11.20 10.00 6167 55.06% 4 34 10880 11.60 10.40 5935 54.55% 5 37 11840 12.80 10.40 6405 54.10% 6 35 11200 11.20 10.40 5712 51.00% 7 35 11200 11.60 10.00 5700 50.89% 8 34 10880 11.60 10.00 6100 56.07% 9 33 10560 11.20 10.00 6106 57.82% 10 33 10560 10.80 10.40 5728 54.24% 11 33 10560 12.40 11.20 5690 53.88% 12 37 11840 11.20 10.40 6167 52.09% 13 39 12480 10.80 10.40 9395 75.28% 14 33 10560 12.40 10.80 5960 56.44% 15 31 9920 11.20 10.40 6070 61.19% 16 38 12160 11.20 10.00 9244 76.02% 17 41 13120 11.60 10.00 9058 69.04% 18 34 10880 10.80 10.40 6080 55.88% 19 36 11520 10.80 10.00 6067 52.66% 20 34 10880 10.80 10.00 6057 55.67% 21 34 10880 11.60 10.40 5742 52.78% 22 35 11200 12.00 10.00 5663 50.56% 23 34 10880 10.40 10.00 5961 54.79% 24 36 11520 11.20 10.00 6070 52.69% 25 36 11520 10.40 10.40 5741 49.84% 26 37 11840 11.60 10.40 6056 51.15% 27 33 10560 10.80 10.00 6059 57.38% 28 38 12160 10.40 10.00 9163 75.35% 29 31 9920 11.60 10.80 5735 57.81% 30 39 12480 11.60 10.80 8813 70.62% 31 37 11840 11.60 10.40 6191 52.29% 32 34 10880 12.00 11.20 5728 52.65% 33 32 10240 11.20 10.40 6106 59.63% 34 35 11200 11.60 10.80 5812 51.89% 35 34 10880 10.40 10.00 6169 56.70% 36 30 9600 11.20 10.00 6156 64.13% 37 35 11200 12.00 10.40 6219 55.53% 38 36 11520 11.60 10.40 5880 51.04% 39 31 9920 11.60 10.80 5683 57.29% 40 38 12160 11.20 10.40 9211 75.75% Po rc en ta je $d e$ m ut ac ió n: $8 % 35 Po rc en ta je d e m ut ac ió n: 9 % Ta m P ob la ci ón M ax M ut ac ió n Fi tn es s G ra sp Fi tn es s G en et ic o N um M ut ac ió n M ut ac io ne s ex ito sa s 1 35 12600 11.60 10.00 8589 68.17% 2 31 11160 11.20 10.00 6011 53.86% 3 34 12240 10.80 10.80 8663 70.78% 4 33 11880 10.40 10.00 5661 47.65% 5 33 11880 10.80 10.00 6136 51.65% 6 35 12600 12.40 10.80 9167 72.75% 7 30 10800 11.20 10.00 5696 52.74% 8 39 14040 11.20 10.40 9020 64.25% 9 34 12240 12.40 10.00 9115 74.47% 10 33 11880 10.80 10.80 5806 48.87% 11 38 13680 11.60 10.00 8882 64.93% 12 36 12960 11.60 10.00 8959 69.13% 13 34 12240 11.20 10.00 9137 74.65% 14 39 14040 12.00 10.00 9135 65.06% 15 37 13320 11.20 10.40 9346 70.17% 16 37 13320 12.00 10.40 9106 68.36% 17 34 12240 12.00 10.80 9012 73.63% 18 38 13680 11.20 10.00 8819 64.47% 19 37 13320 11.60 10.00 9145 68.66% 20 35 12600 12.00 10.40 9088 72.13% 21 34 12240 11.20 10.40 9218 75.31% 22 33 11880 11.20 10.40 5810 48.91% 23 32 11520 11.20 10.40 6134 53.25% 24 32 11520 11.20 10.00 5729 49.73% 25 36 12960 11.60 10.40 9093 70.16% 26 37 13320 10.80 10.40 8502 63.83% 27 35 12600 11.60 10.00 9015 71.55% 28 36 12960 11.20 10.00 9091 70.15% 29 33 11880 11.20 10.00 6016 50.64% 30 36 12960 11.20 10.00 9220 71.14% 31 35 12600 10.80 10.40 9329 74.04% 32 35 12600 11.20 10.40 9154 72.65% 33 35 12600 12.80 10.40 9249 73.40% 34 35 12600 11.60 10.40 9167 72.75% 35 36 12960 11.60 10.80 9167 70.73% 36 36 12960 11.60 10.00 8534 65.85% 37 35 12600 12.00 10.40 8637 68.55% 38 36 12960 12.00 10.40 9094 70.17% 39 36 12960 12.00 10.40 9047 69.81% 40 34 12240 12.00 10.40 9346 76.36% 36 Ta m $P ob la ci ón M ax $M ut ac ió n Fi tn es s$G ra sp Fi tn es s$ Ge ne tic o N um $M ut ac ió n M ut ac io ne s$ ex ito sa s 1 36 14400 12.80 10.00 9088 63.11% 2 33 13200 11.60 10.00 8619 65.30% 3 38 15200 12.00 10.40 9142 60.14% 4 34 13600 12.00 10.00 9005 66.21% 5 36 14400 10.80 10.00 9215 63.99% 6 42 16800 12.40 10.80 11972 71.26% 7 33 13200 12.40 10.80 8568 64.91% 8 30 12000 11.20 10.80 8591 71.59% 9 35 14000 11.60 10.00 9159 65.42% 10 36 14400 12.80 11.20 8889 61.73% 11 37 14800 10.80 10.80 8969 60.60% 12 34 13600 11.20 10.40 9017 66.30% 13 35 14000 10.40 10.40 9264 66.17% 14 32 12800 12.00 11.20 8598 67.17% 15 36 14400 11.60 10.00 9191 63.83% 16 35 14000 11.60 10.00 8669 61.92% 17 37 14800 10.40 10.40 9197 62.14% 18 30 12000 10.80 10.40 8852 73.77% 19 33 13200 11.60 10.40 8845 67.01% 20 35 14000 10.40 10.00 9065 64.75% 21 34 13600 11.20 10.40 9029 66.39% 22 33 13200 12.80 10.40 8487 64.30% 23 34 13600 12.00 10.00 9221 67.80% 24 40 16000 12.00 10.80 12493 78.08% 25 39 15600 10.00 10.00 8871 56.87% 26 34 13600 10.80 10.00 9061 66.63% 27 37 14800 11.60 10.40 9053 61.17% 28 32 12800 10.80 10.00 9086 70.98% 29 33 13200 11.60 10.80 9324 70.64% 30 35 14000 12.40 10.80 9125 65.18% 31 37 14800 11.20 10.00 8645 58.41% 32 33 13200 11.20 10.00 8945 67.77% 33 36 14400 10.80 10.00 9393 65.23% 34 36 14400 11.60 11.60 8546 59.35% 35 31 12400 11.20 11.20 8547 68.93% 36 31 12400 12.00 10.80 8631 69.60% 37 35 14000 12.80 10.80 8460 60.43% 38 35 14000 11.20 10.40 9063 64.74% 39 37 14800 12.00 10.40 9284 62.73% 40 33 13200 11.60 10.40 8921 67.58% Po rc en ta je $d e$ m ut ac ió n: $1 0% 37 Ta m $P ob la ci ón M ax $M ut ac ió n Fi tn es s$G ra sp Fi tn es s$ Ge ne tic o N um $M ut ac ió n M ut ac io ne s$ ex ito sa s 1 32 14080 11.60 10.00 9111 64.71% 2 34 14960 11.60 10.40 9160 61.23% 3 37 16280 10.80 10.40 12292 75.50% 4 34 14960 12.00 10.00 9074 60.66% 5 40 17600 12.00 10.00 12081 68.64% 6 34 14960 11.60 10.00 8784 58.72% 7 35 15400 11.60 11.20 8753 56.84% 8 35 15400 11.60 10.40 8766 56.92% 9 36 15840 11.60 10.80 8741 55.18% 10 35 15400 10.80 10.40 9450 61.36% 11 32 14080 11.60 10.40 8929 63.42% 12 32 14080 11.60 10.00 9083 64.51% 13 34 14960 11.20 10.40 8958 59.88% 14 30 13200 11.60 10.80 8578 64.98% 15 35 15400 10.80 10.00 9110 59.16% 16 36 15840 10.80 10.40 9117 57.56% 17 35 15400 12.80 10.40 8975 58.28% 18 34 14960 10.80 10.40 9235 61.73% 19 38 16720 12.00 10.00 11494 68.74% 20 35 15400 12.40 11.60 9294 60.35% 21 34 14960 12.00 10.40 9335 62.40% 22 38 16720 11.60 10.40 12123 72.51% 23 38 16720 10.40 10.00 12186 72.88% 24 34 14960 11.20 10.40 9326 62.34% 25 34 14960 12.00 10.40 9113 60.92% 26 36 15840 12.00 10.40 9155 57.80% 27 37 16280 11.20 10.00 11259 69.16% 28 36 15840 11.20 10.00 8849 55.86% 29 38 16720 12.40 11.20 11361 67.95% 30 32 14080 11.20 10.00 8719 61.92% 31 33 14520 11.20 10.00 9060 62.40% 32 34 14960 11.60 10.00 8768 58.61% 33 34 14960 11.20 10.40 9099 60.82% 34 36 15840 12.00 10.40 9255 58.43% 35 33 14520 11.60 10.40 8729 60.12% 36 35 15400 11.60 11.60 8503 55.21% 37 32 14080 11.60 10.00 9185 65.23% 38 32 14080 12.00 10.40 8817 62.62% 39 34 14960 10.80 10.00 9081 60.70% 40 34 14960 11.20 10.00 9151 61.17% Po rc en ta je $d e$ m ut ac ió n: $1 1% 38 Ta m $P ob la ci ón M ax $M ut ac ió n Fi tn es s$G ra sp Fi tn es s$ Ge ne tic o N um $M ut ac ió n M ut ac io ne s$ ex ito sa s 1 36 17280 12.40 10.40 12017 69.54% 2 36 17280 10.80 10.40 12209 70.65% 3 36 17280 11.20 10.00 12108 70.07% 4 34 16320 11.20 10.40 11458 70.21% 5 38 18240 10.40 10.00 12214 66.96% 6 37 17760 10.80 10.40 12193 68.65% 7 36 17280 11.20 10.00 11989 69.38% 8 34 16320 12.40 10.40 11446 70.13% 9 32 15360 11.20 10.40 9083 59.13% 10 39 18720 10.80 10.00 12106 64.67% 11 33 15840 11.60 10.40 8669 54.73% 12 35 16800 11.20 10.00 11969 71.24% 13 32 15360 10.80 10.40 9328 60.73% 14 38 18240 11.60 10.40 12158 66.66% 15 35 16800 12.00 10.00 12533 74.60% 16 37 17760 10.00 10.00 12125 68.27% 17 32 15360 11.60 10.40 9126 59.41% 18 39 18720 11.60 10.00 11546 61.68% 19 35 16800 11.60 10.80 11477 68.32% 20 37 17760 10.80 10.80 12152 68.42% 21 35 16800 11.20 10.00 12197 72.60% 22 38 18240 10.80 10.40 12096 66.32% 23 37 17760 11.60 10.40 12126 68.28% 24 37 17760 12.00 10.00 12481 70.28% 25 32 15360 10.80 10.00 9091 59.19% 26 37 17760 10.80 10.00 12207 68.73% 27 38 18240 12.40 10.00 11935 65.43% 28 39 18720 10.80 10.80 11382 60.80% 29 35 16800 10.80 10.00 11967 71.23% 30 37 17760 10.80 10.00 12196 68.67% 31 36 17280 11.60 10.00 11853 68.59% 32 35 16800 10.40 10.00 12196 72.60% 33 37 17760 10.80 10.40 11552 65.05% 34 35 16800 12.00 11.60 11988 71.36% 35 37 17760 11.20 10.00 11952 67.30% 36 34 16320 10.40 10.40 12211 74.82% 37 35 16800 11.60 10.40 12466 74.20% 38 39 18720 12.00 10.40 12216 65.26% 39 36 17280 11.20 10.40 12099 70.02% 40 34 16320 11.20 10.40 12123 74.28% Po rc en ta je $d e$ m ut ac ió n: $1 2% 39 Ta m $P ob la ci ón M ax $M ut ac ió n Fi tn es s$G ra sp Fi tn es s$ Ge ne tic o N um $M ut ac ió n M ut ac io ne s$ ex ito sa s 1 33 17160 12.00 10.00 12062 70.29% 2 38 19760 12.00 10.40 11625 58.83% 3 36 18720 11.60 10.00 11830 63.19% 4 34 17680 11.20 10.40 12180 68.89% 5 33 17160 12.40 10.40 11516 67.11% 6 37 19240 11.20 10.00 12197 63.39% 7 32 16640 12.80 10.80 11390 68.45% 8 38 19760 11.60 10.00 11569 58.55% 9 33 17160 11.20 10.00 12142 70.76% 10 33 17160 10.00 10.00 11539 67.24% 11 32 16640 10.40 10.00 12334 74.12% 12 34 17680 12.00 10.40 11622 65.74% 13 33 17160 11.60 10.40 11718 68.29% 14 36 18720 12.40 10.40 11323 60.49% 15 32 16640 10.80 10.00 12133 72.91% 16 34 17680 13.20 10.40 12192 68.96% 17 37 19240 12.00 10.80 12344 64.16% 18 34 17680 10.40 10.00 12292 69.52% 19 31 16120 11.60 10.40 11813 73.28% 20 35 18200 11.60 10.00 12203 67.05% 21 39 20280 11.20 10.00 14955 73.74% 22 32 16640 10.40 10.40 12089 72.65% 23 33 17160 10.80 10.40 11936 69.56% 24 35 18200 10.40 10.00 11816 64.92% 25 33 17160 13.20 11.20 11400 66.43% 26 39 20280 10.80 10.00 14500 71.50% 27 38 19760 11.60 10.40 11321 57.29% 28 33 17160 11.20 10.40 11313 65.93% 29 35 18200 11.60 10.00 11917 65.48% 30 33 17160 11.20 10.00 11997 69.91% 31 37 19240 10.40 10.00 12250 63.67% 32 37 19240 11.60 10.40 12271 63.78% 33 36 18720 10.80 10.00 11508 61.47% 34 32 16640 10.80 10.40 11855 71.24% 35 32 16640 10.80 10.40 11484 69.01% 36 35 18200 10.40 10.00 12230 67.20% 37 34 17680 10.40 10.40 12153 68.74% 38 35 18200 11.60 10.40 12189 66.97% 39 31 16120 12.00 11.20 12312 76.38% 40 33 17160 11.20 10.40 12216 71.19% Po rc en ta je $d e$ m ut ac ió n: $1 3% 40 5 Experimentación Numérica Anexo 8 Juego&de& Datos Fitness&Promedio& Grasp Fitness&Promedio& Genético 1 10.92 9.20 2 7.96 7.20 3 6.80 6.52 4 10.60 9.52 5 7.16 6.80 6 10.52 9.44 7 8.44 7.36 8 11.36 10.44 9 6.68 6.08 10 7.84 7.20 11 5.60 4.72 12 6.92 6.56 13 9.00 8.84 14 8.04 6.80 15 9.44 8.56 16 5.60 5.04 17 7.00 5.76 18 9.12 8.16 19 7.24 6.84 20 6.40 5.80 21 11.04 10.12 22 9.24 8.44 23 8.28 7.32 24 5.80 5.00 25 10.00 9.24 26 6.16 5.36 27 6.00 5.64 28 12.80 11.00 29 7.76 6.76 30 12.24 10.80 31 9.08 7.28 32 5.48 4.88 33 13.00 11.88 34 10.48 9.16 35 10.20 8.88 36 12.48 10.44 37 7.08 6.16 38 7.24 6.60 39 8.52 8.00 40 7.84 7.24 Anexo 9 41 Datos& Ordenados Xi Valores& Estandarizados Zi Probabilidad& Acumulada Sn(xi) Probabilidad& Acumulada& Esperada Fi Diferencias |Sn(xi)&A&Fi| 5.48 A1.45 0.025 0.073 0.048 5.60 A1.40 0.05 0.081 0.031 5.60 A1.40 0.075 0.081 0.006 5.80 A1.30 0.1 0.096 0.004 6.00 A1.21 0.125 0.113 0.012 6.16 A1.13 0.15 0.128 0.022 6.40 A1.02 0.175 0.153 0.022 6.68 A0.89 0.2 0.186 0.014 6.80 A0.84 0.225 0.202 0.023 6.92 A0.78 0.25 0.218 0.032 7.00 A0.74 0.275 0.229 0.046 7.08 A0.70 0.3 0.241 0.059 7.16 A0.67 0.325 0.253 0.072 7.24 A0.63 0.35 0.265 0.085 7.24 A0.63 0.375 0.265 0.110 7.76 A0.39 0.4 0.350 0.050 7.84 A0.35 0.425 0.364 0.061 7.84 A0.35 0.45 0.364 0.086 7.96 A0.29 0.475 0.385 0.090 8.04 A0.25 0.5 0.400 0.100 8.28 A0.14 0.525 0.443 0.082 8.44 A0.07 0.55 0.473 0.077 8.52 A0.03 0.575 0.488 0.087 9.00 0.19 0.6 0.577 0.023 9.08 0.23 0.625 0.592 0.033 9.12 0.25 0.65 0.599 0.051 9.24 0.31 0.675 0.621 0.054 9.44 0.40 0.7 0.656 0.044 10.00 0.66 0.725 0.746 0.021 10.20 0.76 0.75 0.775 0.025 10.48 0.89 0.775 0.813 0.038 10.52 0.91 0.8 0.818 0.018 10.60 0.94 0.825 0.827 0.002 10.92 1.09 0.85 0.863 0.013 11.04 1.15 0.875 0.875 0.000 11.36 1.30 0.9 0.903 0.003 12.24 1.71 0.925 0.956 0.031 12.48 1.82 0.95 0.966 0.016 12.80 1.97 0.975 0.976 0.001 13.00 2.07 1 0.981 0.019 42 Anexo 10 Datos& Ordenados Xi Valores& Estandarizados Zi Probabilidad& Acumulada Sn(xi) Probabilidad& Acumulada& Esperada Fi Diferencias |Sn(xi)&A&Fi| 4.72 A1.57 0.025 0.058 0.033 4.88 A1.49 0.05 0.068 0.018 5.00 A1.42 0.075 0.077 0.002 5.04 A1.40 0.1 0.080 0.020 5.36 A1.23 0.125 0.109 0.016 5.64 A1.08 0.15 0.139 0.011 5.76 A1.02 0.175 0.154 0.021 5.80 A1.00 0.2 0.159 0.041 6.08 A0.85 0.225 0.198 0.027 6.16 A0.81 0.25 0.210 0.040 6.52 A0.62 0.275 0.269 0.006 6.56 A0.59 0.3 0.276 0.024 6.60 A0.57 0.325 0.283 0.042 6.76 A0.49 0.35 0.313 0.037 6.80 A0.47 0.375 0.321 0.054 6.80 A0.47 0.4 0.321 0.079 6.84 A0.44 0.425 0.328 0.097 7.20 A0.25 0.45 0.400 0.050 7.20 A0.25 0.475 0.400 0.075 7.24 A0.23 0.5 0.408 0.092 7.28 A0.21 0.525 0.417 0.108 7.32 A0.19 0.55 0.425 0.125 7.36 A0.17 0.575 0.433 0.142 8.00 0.17 0.6 0.568 0.032 8.16 0.26 0.625 0.602 0.023 8.44 0.41 0.65 0.658 0.008 8.56 0.47 0.675 0.681 0.006 8.84 0.62 0.7 0.732 0.032 8.88 0.64 0.725 0.739 0.014 9.16 0.79 0.75 0.785 0.035 9.20 0.81 0.775 0.791 0.016 9.24 0.83 0.8 0.797 0.003 9.44 0.94 0.825 0.826 0.001 9.52 0.98 0.85 0.837 0.013 10.12 1.30 0.875 0.903 0.028 10.44 1.47 0.9 0.929 0.029 10.44 1.47 0.925 0.929 0.004 10.80 1.66 0.95 0.952 0.002 11.00 1.77 0.975 0.962 0.013 11.88 2.24 1 0.987 0.013