Tipo

0.127857 1 0.389854 1 10.386178 0 0.030051 1 00.239865 1 0.758872 0 00.875513 0 0.48717 0 10.343041 0 0.26548 1 10.864446 0 0.603925 0 00.466045 0 0.099922 1 00.395766 0 0.837899 0 00.161588 1 0.644762 0 00.293378 1 0.545315 0 00.654932 0 0.242661 1 00.082903 1 0.230694 1 00.42131 0 0.97994 0 0

0.842344 0 0.948738 0 00.857619 0 0.214537 1 00.273039 1 0.178179 1 00.554324 0 0.259547 1 10.549286 0 0.489242 0 00.90405 0 0.766261 0 1

0.624181 0 0.804344 0 00.775727 0 0.350605 1 00.411421 0 0.100359 1 00.300332 0 0.120648 1 00.773582 0 0.871575 0 00.989384 0 0.738553 0 10.17479 1 0.901403 0 0

0.608617 0 0.305248 1 00.142032 1 0.02106 1 00.134675 1 0.696445 0 10.920526 0 0.899409 0 10.413569 0 0.214618 1 00.388118 0 0.223033 1 00.920858 0 0.326636 1 00.98356 0 0.569736 0 0

0.249966 1 0.753684 0 00.064914 1 0.242217 1 00.16523 1 0.659665 0 0

0.932364 0 0.964576 0 00.872986 0 0.78911 0 00.933946 0 0.805232 0 00.815019 0 0.186662 1 00.859105 0 0.018967 1 00.20925 1 0.745367 0 0

0.979877 0 0.092536 1 10.423456 0 0.058548 1 00.918578 0 0.137121 1 0

Tipo Máquina

Aleatório - Falha

Falha Tipo 1

Falha Tipo 2

0.594185 0 0.496099 0 00.691049 0 0.062793 1 10.905952 0 0.388096 1 00.093658 1 0.80603 0 10.224218 1 0.859729 0 00.615585 0 0.998544 0 00.323098 0 0.775174 0 00.324754 0 0.862332 0 00.96381 0 0.471689 0 0

0.894599 0 0.866849 0 00.53334 0 0.033921 1 0

0.137613 1 0.17903 1 00.769294 0 0.687151 0 00.647289 0 0.122292 1 00.527015 0 0.834442 0 00.752859 0 0.874598 0 00.047908 1 0.403688 0 10.965037 0 0.626895 0 00.389522 0 0.088452 1 00.443144 0 0.321439 1 00.893831 0 0.338304 1 10.874469 0 0.760687 0 10.713528 0 0.575723 0 00.669339 0 0.397832 1 10.735558 0 0.083 1 00.905063 0 0.004546 1 00.286952 1 0.952219 0 00.246753 1 0.585192 0 10.289486 1 0.943061 0 00.684285 0 0.009353 1 10.084584 1 0.206991 1 00.384202 0 0.303995 1 00.028852 1 0.578629 0 00.273371 1 0.365526 1 10.064953 1 0.28408 1 00.334131 0 0.582735 0 00.636645 0 0.39398 1 10.673512 0 0.823737 0 10.801987 0 0.033602 1 10.101758 1 0.348968 1 00.880739 0 0.582041 0 00.388159 0 0.59743 0 00.385567 0 0.49164 0 00.297804 1 0.49584 0 00.159599 1 0.427533 0 00.44451 0 0.914855 0 0

0.443916 0 0.994375 0 00.456022 0 0.604726 0 0

0.621582 0 0.753771 0 00.78487 0 0.115702 1 0

0.676996 0 0.411408 0 00.660182 0 0.880617 0 00.174774 1 0.100444 1 10.595353 0 0.0823 1 0

Probabilidade de Máquina do Tipo 1 Falhar0.45 Propensas

Probabilidade de Máquina do Tipo 2 Falhar Não propensas0.22

FalharProbabilidade de ser Máquina do Tipo 1 Não Falhar

0.28Probabilidade de ser Máquina do Tipo 2

0.72

Tipo Probabilidade Probabilidade de Falhar Probabilidade de Não Falhar1 0.3 0.4 0.20 0.7 0.6 0.8

10

DuraçãoDuraçãoProbabilidadeProbabilidade Acumulada 0

6 5.00 5.00 68 10.00 15.00 8

10 5.00 20.00 1012 25.00 45.00 1214 25.00 70.00 1416 10.00 80.00 1618 10.00 90.00 1820 5.00 95.00 2024 5.00 100.00 24

Bomba 1 Bomba 2 Bomba 3Aleatório Duração Aleatório Duração Aleatório Duração46.73087 12 53.66734 12 36.17613 1075.78213 14 31.37082 10 28.38205 1052.37142 12 4.187325 0 41.82395 104.498668 0 29.95386 10 38.43385 1027.75051 10 99.35556 20 8.115307 64.152146 0 25.50823 10 94.85263 1874.15815 14 70.47959 14 87.94562 1692.75312 18 69.018 12 94.66935 1882.84284 16 85.9554 16 11.18475 658.92987 12 27.60004 10 70.51268 1451.41755 12 6.130974 6 75.94824 1472.38061 14 39.56932 10 59.93527 127.683809 6 95.06626 20 20.77169 1061.08703 12 92.84146 18 28.46183 1051.79288 12 90.39752 18 22.79372 1028.66758 10 26.48569 10 38.86551 1017.29758 8 44.16184 10 67.09983 1291.60162 18 13.56294 6 9.027693 677.46222 14 76.89562 14 94.39289 1868.27772 12 28.11429 10 62.58975 1245.1623 12 43.56976 10 49.03964 12

56.08046 12 37.06407 10 46.49748 1243.17946 10 34.86867 10 68.43383 1224.94792 10 33.76573 10 92.00292 1874.37648 14 24.3838 10 26.84939 1033.69325 10 80.01925 16 82.57755 1663.6962 12 54.73177 12 72.89563 14

38.25911 10 47.02355 12 18.86523 851.40005 12 12.70347 6 85.80639 1642.78315 10 56.74714 12 5.460704 649.91433 12 82.46542 16 80.14305 1655.61054 12 50.38797 12 46.77033 1281.79291 16 33.89847 10 78.30078 14

62.24284 12 77.96274 14 72.26776 1439.75541 10 54.88494 12 27.95013 1063.89568 12 7.469001 6 94.4918 1823.4094 10 21.49551 10 48.22526 12

37.95391 10 75.28594 14 28.86476 1055.72994 12 83.67671 16 49.89285 1241.00893 10 15.31644 8 40.39283 1068.34749 12 67.58592 12 56.60393 1263.29948 12 9.886344 6 92.31176 180.607381 0 40.59215 10 98.07796 2034.64363 10 10.29664 6 73.82955 140.312101 0 32.65617 10 16.90542 840.0417 10 34.6983 10 29.05471 10

43.40218 10 27.39483 10 55.94843 1220.26757 10 60.15838 12 39.20464 1032.69696 10 0.706797 0 10.60475 653.46206 12 43.92551 10 66.64545 1283.66334 16 42.55431 10 60.95928 1260.15198 12 91.08267 18 2.923699 091.60735 18 67.33171 12 75.55001 1449.8017 12 27.02096 10 35.08511 10

30.23128 10 61.93517 12 12.57648 696.89554 20 75.55512 14 10.95322 635.15349 10 98.38448 20 44.25049 100.437371 0 68.04487 12 44.4177 1017.46782 8 68.08326 12 26.24954 1078.64253 14 55.86145 12 38.10236 1013.89521 6 73.50986 14 66.7802 1290.29096 18 33.67176 10 70.79876 1463.31721 12 98.30935 20 13.38865 644.23788 10 0.830904 0 33.20407 1011.22572 6 15.46043 8 68.43371 1272.97751 14 0.694121 0 42.25391 1039.04591 10 69.54379 12 84.34585 1665.64434 12 41.98787 10 59.39844 1287.92943 16 95.20848 20 23.24777 1047.16542 12 65.55671 12 61.45076 1231.07185 10 17.21314 8 35.5783 1055.14973 12 26.94907 10 73.57189 141.965361 0 64.92515 12 77.78817 1448.80707 12 53.33607 12 78.92657 1490.71595 18 39.016 10 17.19192 853.58023 12 86.54163 16 25.1493 1059.43726 12 21.25528 10 2.139401 086.24914 16 5.624909 6 39.4116 1097.16209 20 31.98381 10 10.42819 650.5561 12 82.10025 16 18.61423 8

7.165995 6 62.38 12 72.55891 14

83.51054 16 31.8156 10 7.588997 653.03275 12 61.78649 12 2.407715 071.67894 14 37.54279 10 67.57401 1218.9409 8 23.51464 10 64.03598 12

29.96515 10 64.84519 12 3.567002 035.57056 10 85.44249 16 75.05957 1431.7482 10 32.36115 10 60.19029 12

49.82412 12 60.30484 12 54.15213 1255.01032 12 93.60592 18 50.21286 1227.80327 10 56.82361 12 52.86013 1239.9891 10 39.43584 10 76.02312 14

23.89127 10 87.07041 16 0.612987 058.94262 12 36.88942 10 43.26168 1062.47533 12 73.4481 14 77.10056 1489.29122 16 38.34198 10 81.17924 168.419455 6 46.80767 12 41.90306 10

Média 12 Média 10 Média 12Desvio P. 4.068781 Desvio P. 4 Desvio P. 4

Probabilidade Acumulada0.005.00

15.0020.0045.0070.0080.0090.0095.00

100.00Duração

0Bomba 4 Bomba 5 1Aleatório Duração Aleatório Duração 267.5609 10 14.49337 12 3

3.361581 10 51.38109 0 440.95819 10 88.20949 10 514.75115 10 14.4312 6 627.91534 6 27.78734 10 782.92429 18 69.14673 16 84.409361 16 58.2872 0 941.35032 18 86.57647 10 1074.8865 6 5.714557 14 11

51.37539 14 1.503303 12 1299.79683 14 46.5657 20 1357.51306 12 58.56613 12 149.79669 10 10.85222 6 15

59.75963 10 41.62871 12 1689.03302 10 25.41236 16 1764.94975 10 80.41479 12 183.044622 12 97.67935 0 1987.14934 6 52.93582 16 206.96181 18 31.96671 6 21

43.98722 12 87.05576 10 2251.66613 12 78.01734 12 2360.87973 12 26.11834 12 2468.94787 12 81.55907 12 2521.92952 18 28.12777 10 269.162645 10 15.78467 6 2772.51264 16 12.52235 14 2851.10414 14 18.10793 12 291.719999 8 21.39293 0 3040.59982 16 6.000532 10 3127.53201 6 57.12839 10 3263.08145 16 62.12124 12 3388.00461 12 29.65249 16 34

45.596 14 27.28952 12 35

85.50746 14 33.96358 16 3674.89734 10 96.42836 14 3778.54544 18 62.95398 14 3843.3167 12 79.56388 10 3974.4024 10 6.724587 14 40

67.72922 12 38.82048 12 4122.69572 10 59.46581 10 4231.00314 12 1.118177 10 4390.85571 18 22.81691 18 4451.74884 20 14.3172 12 4529.49238 14 76.65486 10 4675.5438 8 90.84092 14 47

58.56162 10 16.91892 12 4857.55652 12 91.96389 12 492.938757 10 75.69494 0 5074.05536 6 97.40739 14 5148.16144 12 81.6525 12 5288.80266 12 8.485135 16 5381.71705 0 12.31693 16 5475.16062 14 41.07971 14 5584.09379 10 84.80608 16 561.500576 6 36.73842 0 5786.25862 6 94.30924 16 5890.88316 10 72.71614 18 5992.3658 10 96.84617 18 60

65.05478 10 60.50626 12 6199.19038 10 66.92266 20 6236.22156 12 58.37955 10 6353.29303 14 78.47549 12 6456.65283 6 87.17097 12 6546.57813 10 11.38463 12 6626.44243 12 37.11744 10 677.250408 10 52.6046 6 6838.41896 16 95.64527 10 699.960463 12 4.52622 6 7062.07805 10 41.30042 12 7177.76068 12 13.9534 14 7279.22171 10 94.88686 14 7333.11517 14 21.57012 10 7466.37161 14 48.94788 12 7528.56393 14 59.16498 10 7661.99576 8 36.65834 12 7738.23955 10 14.58699 10 7836.32182 0 13.54683 10 7967.23701 10 71.83296 12 8090.95053 6 78.83 18 8112.16836 8 3.681264 6 8256.92362 14 60.81478 12 83

87.73938 6 43.46958 16 8437.77213 0 63.92588 10 8592.17099 12 2.883081 18 8696.73499 12 69.55707 20 8765.26475 0 5.990267 12 8825.90965 14 32.14912 10 8933.3764 12 86.51155 10 90

10.71498 12 32.81549 6 9159.10188 12 37.88191 12 9287.76698 12 4.858542 16 9324.11469 14 64.07126 10 9497.38475 0 83.23662 20 9586.9618 10 54.29252 16 96

53.76935 14 28.12872 12 9736.25061 16 6.955521 10 9811.68148 10 72.90041 6 99

100Média 12 Média 12Desvio P. 4 Desvio P. 4

Probabilidade Acumulada00000666666666688888

10101010101010101010101010101010

101010101010101010121212121212121212121212121212121212121212121212121414141414141414141416161616

1616161616161818181818202020202024

Falha

1 5 1 5 Não Falha2 15 2 203 20 3 404 30 4 705 20 5 906 10 6 100

MÁQUINAS INDEPENDENTESMAQUINA 1 MAQUINA 2

Dias Falha CUSTO Dias Falha CUSTO1 56 0 0 1 18 0 02 99 0 0 2 67 0 03 56 0 0 3 40 0 04 92 0 0 4 69 0 05 29 0 0 5 79 0 06 29 0 0 6 4 1 507 18 0 0 7 81 0 08 72 0 0 8 51 0 09 84 0 0 9 59 0 0

10 64 0 0 10 85 0 011 11 0 0 11 63 0 012 37 0 0 12 13 0 013 30 0 0 13 30 0 014 65 0 0 14 68 0 015 67 0 0 15 9 0 016 12 0 0 16 14 0 017 33 0 0 17 76 0 018 88 0 0 18 9 0 019 68 0 0 19 85 0 020 98 0 0 20 59 0 021 85 0 0 21 10 0 022 54 0 0 22 80 0 023 69 0 0 23 89 0 024 12 0 0 24 16 0 025 1 1 50 25 87 0 026 57 0 0 26 83 0 027 18 0 0 27 40 0 028 58 0 0 28 91 0 029 100 0 0 29 42 0 030 19 0 0 30 86 0 031 16 0 0 31 50 0 032 38 0 0 32 2 1 50

Dia reparo ou

revisão

Probabilidade de Falha

Dia reparo ou

revisão

Prob. Acumulad

a

33 53 0 0 33 31 0 034 94 0 0 34 61 0 035 13 0 0 35 90 0 036 40 0 0 36 32 0 037 77 0 0 37 45 0 038 45 0 0 38 26 0 039 13 0 0 39 93 0 040 72 0 0 40 67 0 041 10 0 0 41 53 0 042 23 0 0 42 28 0 043 38 0 0 43 17 0 044 1 1 50 44 40 0 045 30 0 0 45 34 0 046 27 0 0 46 63 0 047 80 0 0 47 83 0 048 32 0 0 48 32 0 049 90 0 0 49 33 0 050 96 0 0 50 91 0 051 16 0 0 51 19 0 052 76 0 0 52 79 0 053 3 1 50 53 61 0 054 9 0 0 54 35 0 055 88 0 0 55 91 0 056 81 0 0 56 98 0 057 9 0 0 57 24 0 058 39 0 0 58 2 1 5059 96 0 0 59 19 0 060 60 0 0 60 1 1 5061 59 0 0 61 78 0 062 82 0 0 62 72 0 063 60 0 0 63 40 0 064 16 0 0 64 91 0 065 100 0 0 65 67 0 066 27 0 0 66 48 0 067 28 0 0 67 53 0 068 98 0 0 68 73 0 069 27 0 0 69 27 0 070 13 0 0 70 51 0 071 57 0 0 71 29 0 072 65 0 0 72 93 0 073 32 0 0 73 97 0 074 16 0 0 74 57 0 075 67 0 0 75 22 0 076 60 0 0 76 28 0 077 32 0 0 77 69 0 078 50 0 0 78 75 0 079 49 0 0 79 87 0 080 34 0 0 80 85 0 0

81 4 1 50 81 29 0 082 50 0 0 82 40 0 083 67 0 0 83 73 0 084 1 1 50 84 23 0 085 15 0 0 85 11 0 086 46 0 0 86 70 0 087 37 0 0 87 2 1 5088 59 0 0 88 32 0 089 5 1 50 89 30 0 090 69 0 0 90 39 0 091 3 1 50 91 79 0 092 68 0 0 92 55 0 093 11 0 0 93 36 0 094 72 0 0 94 61 0 095 46 0 0 95 79 0 096 30 0 0 96 79 0 097 59 0 0 97 74 0 098 50 0 0 98 88 0 099 46 0 0 99 66 0 0

100 17 0 0 100 27 0 0101 8 0 0 101 28 0 0102 60 0 0 102 55 0 0103 81 0 0 103 72 0 0104 7 0 0 104 18 0 0105 56 0 0 105 27 0 0106 14 0 0 106 76 0 0107 47 0 0 107 83 0 0108 59 0 0 108 57 0 0109 17 0 0 109 8 0 0110 69 0 0 110 22 0 0111 62 0 0 111 51 0 0112 28 0 0 112 3 1 50113 74 0 0 113 74 0 0114 34 0 0 114 43 0 0115 43 0 0 115 27 0 0116 6 0 0 116 84 0 0117 68 0 0 117 42 0 0118 78 0 0 118 76 0 0119 39 0 0 119 55 0 0120 89 0 0 120 67 0 0121 61 0 0 121 53 0 0122 64 0 0 122 77 0 0123 45 0 0 123 76 0 0124 43 0 0 124 11 0 0125 23 0 0 125 37 0 0126 79 0 0 126 81 0 0127 41 0 0 127 69 0 0128 69 0 0 128 30 0 0

129 45 0 0 129 96 0 0130 62 0 0 130 42 0 0131 89 0 0 131 7 0 0132 12 0 0 132 71 0 0133 90 0 0 133 34 0 0134 27 0 0 134 37 0 0135 26 0 0 135 90 0 0136 65 0 0 136 10 0 0137 14 0 0 137 65 0 0138 31 0 0 138 18 0 0139 93 0 0 139 23 0 0140 98 0 0 140 23 0 0141 42 0 0 141 69 0 0142 69 0 0 142 87 0 0143 29 0 0 143 78 0 0144 59 0 0 144 44 0 0145 44 0 0 145 44 0 0146 60 0 0 146 20 0 0147 71 0 0 147 62 0 0148 62 0 0 148 72 0 0149 75 0 0 149 99 0 0150 88 0 0 150 70 0 0151 58 0 0 151 72 0 0152 79 0 0 152 56 0 0153 40 0 0 153 85 0 0154 36 0 0 154 64 0 0155 84 0 0 155 18 0 0156 29 0 0 156 57 0 0157 33 0 0 157 39 0 0158 19 0 0 158 36 0 0159 31 0 0 159 87 0 0160 9 0 0 160 14 0 0161 84 0 0 161 83 0 0162 42 0 0 162 22 0 0163 74 0 0 163 99 0 0164 78 0 0 164 7 0 0165 16 0 0 165 58 0 0166 88 0 0 166 70 0 0167 40 0 0 167 77 0 0168 26 0 0 168 10 0 0169 19 0 0 169 72 0 0170 21 0 0 170 68 0 0171 25 0 0 171 47 0 0172 53 0 0 172 27 0 0173 3 1 50 173 41 0 0174 59 0 0 174 45 0 0175 51 0 0 175 93 0 0176 37 0 0 176 35 0 0

177 78 0 0 177 12 0 0178 41 0 0 178 43 0 0179 67 0 0 179 59 0 0180 45 0 0 180 76 0 0181 90 0 0 181 60 0 0182 92 0 0 182 46 0 0183 28 0 0 183 37 0 0184 35 0 0 184 89 0 0185 1 1 50 185 31 0 0186 73 0 0 186 45 0 0187 5 1 50 187 12 0 0188 71 0 0 188 68 0 0189 4 1 50 189 2 1 50190 52 0 0 190 12 0 0191 11 0 0 191 43 0 0192 10 0 0 192 73 0 0193 92 0 0 193 52 0 0194 79 0 0 194 82 0 0195 14 0 0 195 83 0 0196 0 1 50 196 62 0 0197 18 0 0 197 42 0 0198 24 0 0 198 2 1 50199 22 0 0 199 93 0 0200 9 0 0 200 35 0 0201 29 0 0 201 82 0 0202 49 0 0 202 75 0 0203 54 0 0 203 77 0 0204 91 0 0 204 57 0 0205 95 0 0 205 38 0 0206 77 0 0 206 87 0 0207 51 0 0 207 68 0 0208 55 0 0 208 56 0 0209 71 0 0 209 78 0 0210 6 0 0 210 50 0 0211 44 0 0 211 98 0 0212 1 1 50 212 39 0 0213 76 0 0 213 85 0 0214 0 1 50 214 76 0 0215 63 0 0 215 58 0 0216 84 0 0 216 90 0 0217 84 0 0 217 66 0 0218 7 0 0 218 32 0 0219 81 0 0 219 96 0 0220 39 0 0 220 37 0 0221 98 0 0 221 66 0 0222 6 0 0 222 32 0 0223 19 0 0 223 65 0 0224 20 0 0 224 29 0 0

225 2 1 50 225 55 0 0226 33 0 0 226 88 0 0227 64 0 0 227 69 0 0228 6 0 0 228 15 0 0229 96 0 0 229 74 0 0230 11 0 0 230 16 0 0231 60 0 0 231 15 0 0232 29 0 0 232 84 0 0233 86 0 0 233 94 0 0234 93 0 0 234 8 0 0235 71 0 0 235 88 0 0236 1 1 50 236 92 0 0237 66 0 0 237 0 1 50238 86 0 0 238 100 0 0239 72 0 0 239 94 0 0240 12 0 0 240 87 0 0241 81 0 0 241 27 0 0242 53 0 0 242 22 0 0243 57 0 0 243 52 0 0244 4 1 50 244 77 0 0245 54 0 0 245 82 0 0246 34 0 0 246 20 0 0247 29 0 0 247 21 0 0248 53 0 0 248 4 1 50249 21 0 0 249 72 0 0250 23 0 0 250 1 1 50251 92 0 0 251 80 0 0252 82 0 0 252 12 0 0253 29 0 0 253 60 0 0254 10 0 0 254 1 1 50255 30 0 0 255 17 0 0256 50 0 0 256 43 0 0257 45 0 0 257 13 0 0258 40 0 0 258 78 0 0259 22 0 0 259 10 0 0260 100 0 0 260 51 0 0261 83 0 0 261 5 1 50262 34 0 0 262 11 0 0263 48 0 0 263 76 0 0264 72 0 0 264 60 0 0265 84 0 0 265 98 0 0266 48 0 0 266 24 0 0267 32 0 0 267 57 0 0268 21 0 0 268 32 0 0269 7 0 0 269 33 0 0270 67 0 0 270 86 0 0271 28 0 0 271 45 0 0272 41 0 0 272 13 0 0

273 61 0 0 273 99 0 0274 18 0 0 274 82 0 0275 60 0 0 275 27 0 0276 82 0 0 276 16 0 0277 24 0 0 277 97 0 0278 60 0 0 278 91 0 0279 13 0 0 279 83 0 0280 75 0 0 280 33 0 0281 46 0 0 281 32 0 0282 84 0 0 282 48 0 0283 70 0 0 283 4 1 50284 43 0 0 284 99 0 0285 70 0 0 285 81 0 0286 33 0 0 286 55 0 0287 83 0 0 287 47 0 0288 19 0 0 288 81 0 0289 53 0 0 289 6 0 0290 8 0 0 290 68 0 0291 80 0 0 291 95 0 0292 72 0 0 292 97 0 0293 72 0 0 293 66 0 0294 100 0 0 294 87 0 0295 68 0 0 295 69 0 0296 16 0 0 296 24 0 0297 46 0 0 297 2 1 50298 81 0 0 298 18 0 0299 8 0 0 299 33 0 0300 85 0 0 300 64 0 0301 60 0 0 301 71 0 0302 78 0 0 302 31 0 0303 52 0 0 303 6 0 0304 62 0 0 304 89 0 0305 37 0 0 305 41 0 0306 93 0 0 306 71 0 0307 15 0 0 307 50 0 0308 49 0 0 308 1 1 50309 18 0 0 309 74 0 0310 17 0 0 310 11 0 0311 89 0 0 311 78 0 0312 33 0 0 312 2 1 50313 65 0 0 313 70 0 0314 50 0 0 314 7 0 0315 95 0 0 315 9 0 0316 31 0 0 316 11 0 0317 77 0 0 317 30 0 0318 49 0 0 318 86 0 0319 65 0 0 319 52 0 0320 79 0 0 320 96 0 0

321 6 0 0 321 100 0 0322 38 0 0 322 72 0 0323 39 0 0 323 81 0 0324 23 0 0 324 22 0 0325 87 0 0 325 38 0 0326 43 0 0 326 2 1 50327 62 0 0 327 23 0 0328 38 0 0 328 90 0 0329 55 0 0 329 91 0 0330 9 0 0 330 44 0 0331 17 0 0 331 100 0 0332 15 0 0 332 12 0 0333 21 0 0 333 85 0 0334 8 0 0 334 46 0 0335 98 0 0 335 6 0 0336 73 0 0 336 20 0 0337 0 1 50 337 65 0 0338 48 0 0 338 33 0 0339 69 0 0 339 7 0 0340 10 0 0 340 95 0 0341 56 0 0 341 87 0 0342 30 0 0 342 6 0 0343 31 0 0 343 83 0 0344 35 0 0 344 45 0 0345 6 0 0 345 77 0 0346 25 0 0 346 28 0 0347 64 0 0 347 5 1 50348 95 0 0 348 38 0 0349 64 0 0 349 20 0 0350 75 0 0 350 18 0 0351 24 0 0 351 82 0 0352 13 0 0 352 35 0 0353 72 0 0 353 19 0 0354 24 0 0 354 33 0 0355 49 0 0 355 23 0 0356 56 0 0 356 17 0 0357 85 0 0 357 48 0 0358 48 0 0 358 13 0 0359 80 0 0 359 32 0 0360 21 0 0 360 0 1 50361 49 0 0 361 91 0 0362 74 0 0 362 82 0 0363 35 0 0 363 96 0 0364 83 0 0 364 67 0 0365 27 0 0 365 23 0 0

CUSTO TOTAL 900 CUSTO TOTAL 1000

1

0

MANUTENÇÃO CONJUNTAMAQUINA 1 MAQUINA 2

Dias Falha CUSTO Dias Falha1 78 0 0 1 47 02 39 0 0 2 4 13 39 0 0 3 61 04 3 1 50 4 28 05 63 0 0 5 47 06 52 0 0 6 31 07 38 0 0 7 1 18 99 0 0 8 45 09 77 0 0 9 46 0

10 89 0 0 10 86 011 8 0 0 11 27 012 48 0 0 12 74 013 51 0 0 13 81 014 42 0 0 14 40 015 16 0 0 15 85 016 18 0 0 16 41 017 34 0 0 17 35 018 91 0 0 18 69 019 26 0 0 19 27 020 46 0 0 20 80 021 74 0 0 21 46 022 71 0 0 22 5 123 39 0 0 23 77 024 93 0 0 24 13 025 90 0 0 25 41 026 42 0 0 26 5 127 48 0 0 27 9 028 18 0 0 28 56 029 50 0 0 29 28 030 60 0 0 30 31 031 78 0 0 31 84 032 83 0 0 32 13 0

33 17 0 0 33 85 034 70 0 0 34 75 035 19 0 0 35 58 036 13 0 0 36 63 037 44 0 0 37 82 038 53 0 0 38 18 039 3 1 50 39 8 040 47 0 0 40 37 041 64 0 0 41 11 042 21 0 0 42 9 043 38 0 0 43 49 044 12 0 0 44 19 045 94 0 0 45 10 046 100 0 0 46 32 047 22 0 0 47 76 048 50 0 0 48 47 049 54 0 0 49 65 050 82 0 0 50 83 051 59 0 0 51 66 052 69 0 0 52 41 053 8 0 0 53 48 054 16 0 0 54 9 055 8 0 0 55 80 056 91 0 0 56 32 057 62 0 0 57 37 058 20 0 0 58 33 059 30 0 0 59 21 060 74 0 0 60 62 061 62 0 0 61 100 062 98 0 0 62 11 063 36 0 0 63 95 064 24 0 0 64 63 065 85 0 0 65 51 066 70 0 0 66 38 067 45 0 0 67 87 068 51 0 0 68 21 069 23 0 0 69 89 070 81 0 0 70 59 071 15 0 0 71 8 072 0 1 50 72 6 073 46 0 0 73 50 074 21 0 0 74 8 075 8 0 0 75 75 076 76 0 0 76 98 077 71 0 0 77 10 078 65 0 0 78 69 079 16 0 0 79 88 080 1 1 50 80 3 1

81 24 0 0 81 89 082 66 0 0 82 20 083 47 0 0 83 46 084 95 0 0 84 69 085 40 0 0 85 95 086 54 0 0 86 51 087 70 0 0 87 30 088 71 0 0 88 4 189 94 0 0 89 22 090 28 0 0 90 62 091 19 0 0 91 9 092 81 0 0 92 5 193 58 0 0 93 10 094 74 0 0 94 57 095 20 0 0 95 91 096 24 0 0 96 12 097 31 0 0 97 1 198 76 0 0 98 66 099 4 1 50 99 32 0

100 51 0 0 100 56 0101 100 0 0 101 0 1102 15 0 0 102 90 0103 87 0 0 103 27 0104 3 1 50 104 87 0105 5 1 50 105 59 0106 16 0 0 106 21 0107 68 0 0 107 14 0108 5 1 50 108 56 0109 44 0 0 109 62 0110 22 0 0 110 41 0111 69 0 0 111 49 0112 48 0 0 112 16 0113 91 0 0 113 1 1114 94 0 0 114 77 0115 67 0 0 115 31 0116 14 0 0 116 82 0117 77 0 0 117 80 0118 37 0 0 118 14 0119 44 0 0 119 17 0120 90 0 0 120 66 0121 32 0 0 121 56 0122 37 0 0 122 40 0123 18 0 0 123 80 0124 79 0 0 124 16 0125 0 1 50 125 84 0126 78 0 0 126 100 0127 81 0 0 127 86 0128 76 0 0 128 0 1

129 9 0 0 129 74 0130 72 0 0 130 45 0131 46 0 0 131 88 0132 77 0 0 132 23 0133 97 0 0 133 43 0134 79 0 0 134 22 0135 68 0 0 135 17 0136 44 0 0 136 94 0137 77 0 0 137 15 0138 90 0 0 138 19 0139 41 0 0 139 84 0140 14 0 0 140 91 0141 74 0 0 141 86 0142 76 0 0 142 93 0143 22 0 0 143 31 0144 95 0 0 144 23 0145 42 0 0 145 0 1146 11 0 0 146 19 0147 90 0 0 147 21 0148 97 0 0 148 38 0149 72 0 0 149 74 0150 24 0 0 150 74 0151 66 0 0 151 25 0152 78 0 0 152 37 0153 35 0 0 153 39 0154 36 0 0 154 96 0155 40 0 0 155 30 0156 69 0 0 156 51 0157 21 0 0 157 40 0158 9 0 0 158 69 0159 89 0 0 159 33 0160 45 0 0 160 94 0161 49 0 0 161 68 0162 51 0 0 162 5 1163 68 0 0 163 97 0164 49 0 0 164 79 0165 91 0 0 165 23 0166 95 0 0 166 7 0167 8 0 0 167 36 0168 14 0 0 168 23 0169 94 0 0 169 98 0170 65 0 0 170 63 0171 42 0 0 171 5 1172 42 0 0 172 1 1173 63 0 0 173 82 0174 77 0 0 174 66 0175 83 0 0 175 13 0176 47 0 0 176 47 0

177 75 0 0 177 71 0178 6 0 0 178 72 0179 46 0 0 179 59 0180 96 0 0 180 78 0181 77 0 0 181 59 0182 9 0 0 182 26 0183 95 0 0 183 40 0184 35 0 0 184 99 0185 51 0 0 185 95 0186 82 0 0 186 18 0187 99 0 0 187 38 0188 29 0 0 188 52 0189 28 0 0 189 96 0190 68 0 0 190 6 0191 39 0 0 191 62 0192 54 0 0 192 40 0193 96 0 0 193 47 0194 80 0 0 194 84 0195 93 0 0 195 45 0196 42 0 0 196 57 0197 5 1 50 197 59 0198 19 0 0 198 76 0199 74 0 0 199 83 0200 64 0 0 200 73 0201 69 0 0 201 28 0202 13 0 0 202 7 0203 22 0 0 203 84 0204 89 0 0 204 79 0205 97 0 0 205 15 0206 17 0 0 206 99 0207 4 1 50 207 36 0208 9 0 0 208 59 0209 66 0 0 209 88 0210 67 0 0 210 67 0211 100 0 0 211 82 0212 76 0 0 212 37 0213 71 0 0 213 34 0214 69 0 0 214 72 0215 91 0 0 215 23 0216 49 0 0 216 68 0217 95 0 0 217 44 0218 53 0 0 218 13 0219 44 0 0 219 66 0220 32 0 0 220 82 0221 1 1 50 221 24 0222 8 0 0 222 50 0223 70 0 0 223 59 0224 75 0 0 224 21 0

225 7 0 0 225 1 1226 11 0 0 226 97 0227 3 1 50 227 52 0228 57 0 0 228 99 0229 6 0 0 229 15 0230 14 0 0 230 4 1231 21 0 0 231 54 0232 44 0 0 232 4 1233 24 0 0 233 35 0234 2 1 50 234 61 0235 5 1 50 235 32 0236 98 0 0 236 1 1237 97 0 0 237 68 0238 23 0 0 238 13 0239 47 0 0 239 5 1240 33 0 0 240 21 0241 57 0 0 241 20 0242 97 0 0 242 67 0243 6 0 0 243 21 0244 8 0 0 244 81 0245 82 0 0 245 62 0246 51 0 0 246 89 0247 49 0 0 247 44 0248 32 0 0 248 55 0249 49 0 0 249 25 0250 52 0 0 250 46 0251 43 0 0 251 89 0252 62 0 0 252 12 0253 0 1 50 253 75 0254 9 0 0 254 77 0255 66 0 0 255 19 0256 39 0 0 256 19 0257 0 1 50 257 36 0258 93 0 0 258 19 0259 3 1 50 259 63 0260 78 0 0 260 83 0261 31 0 0 261 17 0262 62 0 0 262 38 0263 98 0 0 263 64 0264 20 0 0 264 24 0265 65 0 0 265 42 0266 87 0 0 266 85 0267 93 0 0 267 4 1268 41 0 0 268 89 0269 85 0 0 269 98 0270 13 0 0 270 50 0271 77 0 0 271 27 0272 69 0 0 272 62 0

273 86 0 0 273 40 0274 70 0 0 274 10 0275 40 0 0 275 72 0276 65 0 0 276 5 1277 16 0 0 277 7 0278 32 0 0 278 40 0279 42 0 0 279 44 0280 28 0 0 280 89 0281 40 0 0 281 97 0282 1 1 50 282 22 0283 93 0 0 283 80 0284 40 0 0 284 19 0285 53 0 0 285 63 0286 18 0 0 286 26 0287 50 0 0 287 66 0288 98 0 0 288 35 0289 12 0 0 289 80 0290 18 0 0 290 16 0291 35 0 0 291 92 0292 11 0 0 292 38 0293 67 0 0 293 80 0294 15 0 0 294 63 0295 31 0 0 295 6 0296 89 0 0 296 25 0297 49 0 0 297 91 0298 61 0 0 298 43 0299 39 0 0 299 36 0300 8 0 0 300 29 0301 34 0 0 301 80 0302 1 1 50 302 74 0303 65 0 0 303 1 1304 54 0 0 304 17 0305 14 0 0 305 31 0306 1 1 50 306 20 0307 34 0 0 307 59 0308 52 0 0 308 65 0309 14 0 0 309 14 0310 33 0 0 310 38 0311 67 0 0 311 55 0312 78 0 0 312 49 0313 80 0 0 313 80 0314 97 0 0 314 28 0315 44 0 0 315 45 0316 49 0 0 316 30 0317 86 0 0 317 96 0318 29 0 0 318 62 0319 41 0 0 319 0 1320 100 0 0 320 95 0

321 38 0 0 321 92 0322 73 0 0 322 80 0323 4 1 50 323 48 0324 24 0 0 324 69 0325 86 0 0 325 18 0326 64 0 0 326 91 0327 36 0 0 327 29 0328 64 0 0 328 59 0329 18 0 0 329 22 0330 91 0 0 330 10 0331 57 0 0 331 70 0332 38 0 0 332 100 0333 89 0 0 333 77 0334 9 0 0 334 77 0335 35 0 0 335 37 0336 19 0 0 336 93 0337 11 0 0 337 15 0338 28 0 0 338 79 0339 17 0 0 339 60 0340 94 0 0 340 46 0341 74 0 0 341 68 0342 81 0 0 342 44 0343 55 0 0 343 13 0344 42 0 0 344 63 0345 49 0 0 345 62 0346 80 0 0 346 10 0347 3 1 50 347 97 0348 91 0 0 348 24 0349 28 0 0 349 26 0350 72 0 0 350 46 0351 70 0 0 351 19 0352 85 0 0 352 69 0353 90 0 0 353 20 0354 26 0 0 354 73 0355 46 0 0 355 99 0356 94 0 0 356 76 0357 78 0 0 357 92 0358 12 0 0 358 25 0359 38 0 0 359 32 0360 5 1 50 360 17 0361 10 0 0 361 31 0362 56 0 0 362 58 0363 73 0 0 363 81 0364 55 0 0 364 77 0365 89 0 0 365 82 0

CUSTO TOTAL 1200 CUSTO TOTAL

MANUTENÇÃO CONJUNTAMAQUINA 2

CUSTO0

500000

5000000000000000

50000

50000000

00000000000000000000000000000000000000000000000

50

0000000

50000

500000

50000

5000000000000

5000000000000000

50

0000000000000000

500000000000000000

5000000000

5050

0000

000000000000000000000000000000000000000000000000

500000

500

50000

5000

50000000000000000000000000000

5000000

000

5000000000000000000000000000

50000000000000000

500

000000000000000000000000000000000000000000000

1200

Taxa média de rejeição Custo FixoCusto Variável (por peça) Custo de peça feita por terceirosEstágio 1 0.04 1000 100 1200Estágio 2 0.2 500 80

10

PARA 100 ENGRENAGENS INICIALMENTE PROCESSADASESTÁGIO 1 ESTÁGIO 2

Tentativa Rejeita/ não rejeita Quantidade de peças que entra no estágio 21 0.286496 0 952 0.561373 03 0.335476 0 Quantidade média de peças rejeitadas4 0.361336 0 195 0.997486 06 0.933263 0 Quantidade de peças produzidas7 0.57657 0 768 0.931206 09 0.379653 0

10 0.654422 011 0.600602 012 0.751811 013 0.862856 014 0.813914 015 0.526362 016 0.000621 117 0.493556 018 0.708734 019 0.497204 020 0.070073 021 0.486377 022 0.165172 023 0.125471 024 0.645491 025 0.702889 026 0.81532 027 0.552867 028 0.711339 029 0.416432 030 0.621038 031 0.345082 0

DEMAND

A ENGRENA

GENS PERFEITA

S

32 0.950416 033 0.635472 034 0.13044 035 0.829911 036 0.306183 037 0.150638 038 0.936315 039 0.085136 040 0.938722 041 0.351364 042 0.183676 043 0.25442 044 0.662208 045 0.368266 046 0.693014 047 0.374139 048 0.168552 049 0.242205 050 0.532923 051 0.881366 052 0.637323 053 0.375666 054 0.079133 055 0.27763 056 0.880625 057 0.759962 058 0.334498 059 0.752305 060 0.089347 061 0.76362 062 0.115204 063 0.715573 064 0.023461 165 0.64809 066 0.723354 067 0.749427 068 0.152172 069 0.015954 170 0.447572 071 0.414042 072 0.236201 073 0.214782 074 0.367753 075 0.554774 076 0.090823 077 0.470578 078 0.37615 079 0.061463 0

80 0.225028 081 0.862547 082 0.70496 083 0.389669 084 0.215931 085 0.238963 086 0.395547 087 0.256832 088 0.197065 089 0.031409 190 0.026878 191 0.693916 092 0.274174 093 0.884121 094 0.410201 095 0.185075 096 0.43181 097 0.533097 098 0.383086 099 0.642167 0

100 0.378959 0TOTAL REJ 5

PARA 50 ENGRENAGENS INICIALMENTE PROCESSADASESTÁGIO 1 ESTÁGIO 2

Quantidade de peças que entra no estágio 2 Tentativa Rejeita/ não rejeita Quantidade de peças que entra no estágio 21 0.256291 0 472 0.615773 0

Quantidade média de peças rejeitadas 3 0.536632 0 Quantidade média de peças rejeitadas4 0.864633 0 9.45 0.763336 0

Quantidade de peças produzidas 6 0.906696 0 Quantidade de peças produzidas7 0.262753 0 37.68 0.67145 09 0.300391 0

10 0.217288 011 0.906549 012 0.562187 013 0.853919 014 0.349904 015 0.040207 016 0.706389 017 0.625419 018 0.906627 019 0.792352 020 0.6619 021 0.43288 022 0.350054 023 0.362739 024 0.03997 125 0.782215 026 0.413015 027 0.154896 028 0.698475 029 0.427025 030 0.779381 031 0.557866 0

32 0.595515 033 0.116761 034 0.461144 035 0.095811 036 0.414793 037 0.050702 038 0.778273 039 0.384099 040 0.586201 041 0.452158 042 0.870763 043 0.776826 044 0.713263 045 0.433514 046 0.553938 047 0.970934 048 0.794279 049 0.423279 050 0.037352 151 0.712403 052 0.02996 153 0.236821 054 0.043855 055 0.961515 056 0.095538 057 0.127199 058 0.714349 059 0.057167 060 0.751469 061 0.724555 062 0.898595 063 0.186413 064 0.827009 065 0.824651 066 0.427261 067 0.885733 068 0.456984 069 0.43456 070 0.628371 071 0.67598 072 0.874588 073 0.683813 074 0.272231 075 0.531183 076 0.942819 077 0.439524 078 0.871266 079 0.281768 0

80 0.367144 081 0.248748 082 0.183972 083 0.39486 084 0.393753 085 0.730902 086 0.324003 087 0.301973 088 0.503565 089 0.112288 090 0.143398 091 0.703895 092 0.963346 093 0.602494 094 0.861812 095 0.892092 096 0.49859 097 0.151815 098 0.555057 099 0.047342 0

100 0.074373 0TOTAL REJ 3

PARA 20 ENGRENAGENS INICIALMENTE PROCESSADASESTÁGIO 1

Quantidade de peças que entra no estágio 2 Tentativa Rejeita/ não rejeita47 1 0.070444 0

2 0.690075 0Quantidade média de peças rejeitadas 3 0.901792 0

9.4 4 0.645977 05 0.770338 0

Quantidade de peças produzidas 6 0.815596 037.6 7 0.120404 0

8 0.445218 09 0.38315 0

10 0.567891 011 0.595734 012 0.965466 013 0.552936 014 0.14504 015 0.253142 016 0.915947 017 0.235315 018 0.500493 019 0.564188 020 0.840318 021 0.599727 022 0.707899 023 0.825907 024 0.095451 025 0.154421 026 0.163971 027 0.034275 128 0.745282 029 0.552709 030 0.19463 031 0.484752 0

32 0.00642 133 0.862163 034 0.65946 035 0.88781 036 0.947725 037 0.338104 038 0.847149 039 0.878715 040 0.841361 041 0.382014 042 0.57653 043 0.891142 044 0.442054 045 0.682121 046 0.949421 047 0.100767 048 0.087289 049 0.934432 050 0.105852 051 0.515231 052 0.299316 053 0.761677 054 0.083941 055 0.843796 056 0.702318 057 0.225627 058 0.506775 059 0.286895 060 0.996811 061 0.220386 062 0.911512 063 0.380549 064 0.100926 065 0.310078 066 0.45292 067 0.513579 068 0.949264 069 0.271909 070 0.010623 171 0.906237 072 0.296001 073 0.952336 074 0.661864 075 0.995756 076 0.86835 077 0.972205 078 0.561621 079 0.30681 0

80 0.740021 081 0.825727 082 0.337479 083 0.937343 084 0.572827 085 0.46454 086 0.964367 087 0.226202 088 0.824486 089 0.182025 090 0.932433 091 0.167439 092 0.025292 193 0.178849 094 0.113396 095 0.331292 096 0.462611 097 0.463339 098 0.618973 099 0.899437 0

100 0.59444 0TOTAL REJ 4TOTAL REJ 8

QUANTIDADE ÓTIMA!PARA 15 ENGRENAGENS INICIALMENTE PROCESSADAS

ESTÁGIO 2 ESTÁGIO 1Quantidade de peças que entra no estágio 2 Tentativa Rejeita/ não rejeitaCUSTO VARIÁVEL + C

16 1 0.94661 0 11002 0.764692 0 1100

Quantidade média de peças rejeitadas 3 0.459996 0 11003.2 4 0.698741 0 1100

5 0.486607 0 1100Quantidade de peças produzidas 6 0.08627 0 1100

12.8 7 0.647001 0 11008 0.91664 0 11009 0.073157 0 1100

10 0.432386 0 110011 0.443694 0 110012 0.914287 0 110013 0.652198 0 110014 0.31067 0 1100 MÉDIA15 0.908969 0 1100 DP

TOTAL REJEITADO 0 16500

QUANTIDADE ÓTIMA!PARA 15 ENGRENAGENS INICIALMENTE PROCESSADAS

ESTÁGIO 2Quantidade de peças que entra no estágio 2

15

Quantidade média de peças rejeitadas3

Quantidade de peças produzidas12

CUSTO VARIÁVEL + CUSTO FIXO3860

11000