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A peer-reviewed article of this preprint also exists.
supplementary.pdf (349.31KB )
This version is not peer-reviewed
Submitted:
11 August 2023
Posted:
14 August 2023
You are already at the latest version
Metric | MTTR | MTBF | WOMM | |||||||||||||||
Cluster | 0* | 1 | 2 | 3 | 4 | 5 | 0* | 1 | 2 | 3 | 4 | 5 | 0* | 1 | 2 | 3 | 4 | 5 |
Med | 5 | 3 | 5.1 | 5 | 5 | 4 | 950 | 550 | 1950 | 1500 | 1650 | 945.5 | 26.3 | 40.7 | 22.7 | 23.4 | 9.6 | 30.3 |
Mean | 5.1 | 4.1 | 5.3 | 5.2 | 4.7 | 4 | 1196 | 907.1 | 1558 | 1495 | 1616 | 1010.2 | 39.8 | 39.8 | 41.2 | 27.9 | 30.1 | 30.3 |
Stdev | 2.3 | 2.7 | 1.5 | 3.1 | 1.8 | 1.1 | 706.6 | 673.6 | 1157.7 | 735.5 | 728.8 | 655.5 | 45.6 | 19.1 | 50.2 | 26.1 | 26.7 | 1.1 |
Min | 1 | 2 | 3 | 2 | 2 | 3 | 200 | 350 | 150 | 100 | 250 | 450 | 2.22 | 16.1 | 2.5 | 1.25 | 7.2 | 29.4 |
Max | 12 | 10 | 7.5 | 15 | 8 | 5 | 2650 | 2500 | 2950 | 3500 | 2500 | 1700 | 250 | 71.43 | 136.3 | 142.9 | 62.5 | 31.2 |
Metric | MTTR | MTBF | WOMM | |||||||||||||||
Cluster | 0* | 1 | 2 | 3 | 4 | 5 | 0* | 1 | 2 | 3 | 4 | 5 | 0* | 1 | 2 | 3 | 4 | 5 |
Med | 5 | 5 | 3 | 5.5 | 4 | 3 | 1250 | 950 | 1995.5 | 950 | 1575 | 1570.5 | 26 | 36.5 | 19.4 | 11.9 | 31.3 | 29.4 |
Mean | 5 | 5.1 | 3.5 | 6.9 | 4.7 | 3 | 1290.8 | 1087.5 | 2023.5 | 1341.7 | 1418.7 | 1570.5 | 36.1 | 41.3 | 19.2 | 29.5 | 27.6 | 29.4 |
Stdev | 2.8 | 2 | 1.3 | 3.3 | 2.6 | 0 | 710.5 | 805.6 | 1096.3 | 651.5 | 745.4 | 183.1 | 40.3 | 28.9 | 5.9 | 39.3 | 19.5 | 0 |
Min | 1 | 2 | 2 | 3.5 | 1 | 3 | 150 | 150 | 850 | 950 | 100 | 1441 | 2.2 | 2.5 | 12.2 | 7.1 | 1.3 | 29.4 |
Max | 15 | 10 | 5.3 | 12 | 12 | 3 | 2950 | 2500 | 3500 | 2500 | 2750 | 1700 | 250 | 129.4 | 26.8 | 108.3 | 71.4 | 29.4 |
ML | RF | SVM | kNN | DT |
---|---|---|---|---|
MSE | 3.412 | 1.009 | 4.846 | 877137.904 |
RMSE | 1.847 | 1.004 | 2.201 | 936.556 |
MAE/MAD | 1.314 | 0.627 | 1.694 | 767.94 |
R2 | 0.125 | 0.002 | 0.033 | 0.009 |
ML | RF | SVM | kNN | DT |
---|---|---|---|---|
MSE | 463982.999 | 833283.033 | 648621.198 | 877137.904 |
RMSE | 681.163 | 912.843 | 805.37 | 936.556 |
MAE/MAD | 584.637 | 712.324 | 633.333 | 767.94 |
R2 | 0.304 | 0.059 | 0.156 | 0.058 |
ML | RF | SVM | kNN | DT |
---|---|---|---|---|
MSE | 853.157 | 991.228 | 1560.16 | 979.015 |
RMSE | 29.209 | 31.484 | 39.499 | 31.289 |
MAE/MAD | 22.789 | 23.051 | 27.713 | 20.396 |
R2 | 0.222 | 0.03 | 0.02 | 0.056 |
Feature | AFF1 | CON1 | MAN1 | M&Q1 |
---|---|---|---|---|
HMA | 10.5 | 10.25 | 11.80 | 10.54 |
NoM | 62.4 | 41.86 | 52.94 | 85.2 |
MPPM | 0.55 | 0.37 | 1.09 | 0.62 |
1AFF=Agriculture, forestry, and fishing; CON=Construction; MAN=Manufacturing; M&Q=Mining and quarrying; |
Dimension | SV* | Inertia | Chi2 | Sig. | Proportion of Inertia | Confidence SV | |||
Accounted | Cumulative | St. dev | Corr. C2 | Corr. C3 | |||||
C1 | .673 | .452 | .315 | .315 | .051 | .159 | .417 | ||
C2 | .526 | .277 | .193 | .508 | .083 | .160 | |||
C3 | .515 | .265 | .185 | .693 | .099 | ||||
C4 | .406 | .165 | .115 | .808 | |||||
C5 | .355 | .126 | .088 | .896 | |||||
C6 | .267 | .071 | .050 | .946 | |||||
C7 | .187 | .035 | .024 | .970 | |||||
C8 | .156 | .024 | .017 | .987 | |||||
C9 | .130 | .017 | .012 | .999 | |||||
C10 | .040 | .002 | .001 | 1.00 | |||||
Total | 1.435 | 165.021 | .000 | 1.00 | 1.00 |
MP | Mass | Coordinates | λ | Correlation | Contribution | |||||||
C1 | C2 | C3 | C1 | C2 | C3 | C1 | C2 | C3 | Qual | |||
CBM | .113 | -.915 | .288 | .338 | .160 | .209 | .034 | .049 | .591 | .058 | .081 | .731 |
FBM | .096 | .055 | -.508 | -.021 | .105 | .001 | .089 | .000 | .003 | .234 | .000 | .238 |
FBM. PM. | .104 | -.885 | .012 | .143 | .160 | .181 | .000 | .008 | .510 | .000 | .013 | .523 |
FBM. PM. CBM. | .096 | .259 | -.760 | -.319 | .114 | .014 | .200 | .037 | .056 | .483 | .085 | .624 |
FBM. PM. OM. | .061 | -.339 | .208 | -.324 | .044 | .015 | .009 | .024 | .158 | .059 | .145 | .362 |
OM | .035 | 1.861 | .382 | 2.115 | .290 | .266 | .018 | .586 | .415 | .018 | .536 | .969 |
PdM | .026 | .321 | .224 | -.964 | .050 | .006 | .005 | .091 | .054 | .026 | .488 | .568 |
PM | .330 | -.031 | .022 | .075 | .061 | .001 | .001 | .007 | .005 | .003 | .031 | .038 |
PM. CBM. | .052 | 1.092 | -1.023 | -.343 | .175 | .138 | .197 | .023 | .356 | .313 | .035 | .704 |
PM. CBM. PdM. | .078 | .945 | 1.246 | -.760 | .244 | .155 | .439 | .170 | .286 | .497 | .185 | .968 |
PM. DM. | .009 | -.869 | .489 | .360 | .031 | .015 | .008 | .004 | .210 | .066 | .036 | .312 |
Total | 1.00 | 1.435 | 1.00 | 1.00 | 1.00 |
CFT | Mass | C1 | C2 | C3 | λ | Correlation | Contribution | |||||
C1 | C2 | C3 | C1 | C2 | C3 | Qual | ||||||
Hoses. Pipes. | .096 | .269 | .239 | -.236 | .079 | .015 | .020 | .020 | .088 | .069 | .068 | .225 |
Hoses. Pipes. Actuators. | .070 | 1.090 | .483 | .611 | .147 | .183 | .059 | .098 | .563 | .111 | .177 | .851 |
Hoses. Pipes. Actuators. Pumps. | .200 | -.537 | -.052 | -.024 | .104 | .127 | .002 | .000 | .556 | .005 | .001 | .562 |
Hoses. Pipes. Accumulators. | .035 | -.573 | -.340 | .021 | .078 | .025 | .015 | .000 | .147 | .052 | .000 | .199 |
Hoses. Pipes. Act. Pumps. S-PV. | .217 | -.585 | .257 | .185 | .130 | .164 | .052 | .028 | .569 | .110 | .057 | .737 |
Hoses. Pipes. Act. Pumps. Sensors. | .043 | -.258 | -.260 | .174 | .066 | .006 | .011 | .005 | .044 | .045 | .020 | .109 |
Hoses. Pipes. Pumps. | .070 | .897 | 1.05 | -1.12 | .236 | .124 | .277 | .326 | .237 | .324 | .366 | .927 |
Hoses. Pipes. Pumps. ICE/EM. | .035 | -1.02 | .289 | .435 | .070 | .080 | .011 | .025 | .521 | .042 | .094 | .657 |
Hoses. Pipes. Pumps. Sensors. | .148 | .289 | -.645 | -.350 | .134 | .027 | .222 | .068 | .092 | .458 | .135 | .684 |
Hoses. Pipes. Sensors. | .043 | 1.414 | -.081 | 1.57 | .211 | .192 | .001 | .402 | .412 | .001 | .506 | .920 |
Pressure/Flow Control-Reg. | .043 | .759 | -1.45 | -.406 | .181 | .055 | .332 | .027 | .139 | .508 | .040 | .686 |
Total | 1.00 | 1.435 | 1.00 | 1.00 | 1.00 |
Component | Inertia | Chi2 | Sig. | Proportion of Inertia | Confidence Singular Value | |||
Accounted | Cumulative | C1 | C2 | C3 | ||||
1 | .245 | .329 | .329 | .064 | .044 | -.450 | ||
2 | .196 | .262 | .591 | .090 | .144 | |||
3 | .124 | .166 | .757 | .081 | ||||
4 | .113 | .151 | .909 | |||||
5 | .052 | .070 | .979 | |||||
6 | .016 | .021 | 1.00 | |||||
Total | .746 | 85.769 | 0.016 | 1.00 | 1.00 |
MP | Mass | C1 | C2 | C3 | λ | Correlation | Contribution | |||||
C1 | C2 | C3 | C1 | C2 | C3 | Qual | ||||||
CBM | .113 | -.436 | .245 | .135 | .065 | .088 | .035 | .016 | .329 | .104 | .031 | .465 |
FBM | .096 | -.085 | -.166 | .309 | .024 | .003 | .013 | .074 | .029 | .111 | .386 | .525 |
FBM. PM. | .104 | .072 | .570 | .707 | .095 | .002 | .173 | .420 | .006 | .357 | .549 | .911 |
FBM. PM. CBM. | .096 | -.400 | .157 | -.60 | .063 | .062 | .012 | .275 | .242 | .037 | .541 | .820 |
FBM. PM. OM. | .061 | .760 | .476 | -.10 | .067 | .143 | .071 | .005 | .526 | .206 | .010 | .742 |
OM | .035 | .259 | -1.78 | .532 | .127 | .010 | .566 | .079 | .018 | .870 | .077 | .966 |
PdM | .026 | .985 | .658 | -.22 | .045 | .103 | .058 | .010 | .558 | .249 | .027 | .834 |
PM | .330 | .347 | -.177 | -.18 | .075 | .163 | .053 | .083 | .532 | .139 | .137 | .809 |
PM. CBM. | .052 | -.296 | -.008 | -.15 | .040 | .019 | .000 | .010 | .114 | .000 | .030 | .145 |
PM. CBM. PdM. | .078 | -1.11 | -.077 | -.08 | .116 | .395 | .002 | .005 | .835 | .004 | .005 | .844 |
PM. DM. | .009 | -.588 | -.615 | .569 | .028 | .012 | .017 | .023 | .106 | .116 | .099 | .321 |
Total | 1.00 | .746 | 1.00 | 1.00 | 1.00 |
MP | Mass | C1 | C2 | C3 | Inertia | Correlation for column | Contribution | |||||
C1 | C2 | C3 | C1 | C2 | C3 | Qual | ||||||
AWCS | .070 | .548 | -1.306 | .175 | .149 | .085 | .607 | .017 | .140 | .796 | .014 | .950 |
LS | .226 | -.509 | .073 | -.415 | .120 | .239 | .006 | .313 | .489 | .010 | .324 | .823 |
LSOMM | .235 | -.291 | -.272 | .200 | .067 | .081 | .089 | .076 | .299 | .261 | .141 | .701 |
OSL | .183 | .227 | .533 | .472 | .115 | .038 | .265 | .328 | .082 | .451 | .354 | .887 |
OST | .209 | .618 | .170 | -.351 | .136 | .325 | .031 | .207 | .584 | .044 | .188 | .817 |
OTOPAW | .035 | .562 | .021 | .126 | .045 | .045 | .000 | .004 | .243 | .000 | .012 | .256 |
WFF | .043 | -1.024 | .110 | .395 | .114 | .186 | .003 | .055 | .401 | .005 | .060 | .466 |
Total | 1.00 | .746 | 1.00 | 1.00 | 1.00 |
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