Research Article
Online Health Management for Complex Nonlinear Systems Based on Hidden Semi-Markov Model Using Sequential Monte Carlo Methods
Table 6
RUL prognostic comparison with 4 methods.
| Actual RUL | HSMM (joint multisteps) | Relative error | HSMM (multisteps) | Relative error | HSMM (one-step) | Relative error | HSMM | Relative error |
| 30.00 | 29.398 | 2.0067 | 29.3980 | 2.0067 | 29.3980 | 2.0067 | 30.2558 | 0.8527 | 26.00 | 25.2142 | 3.0224 | 28.5854 | 9.9438 | 27.8536 | 7.1291 | 29.9643 | 15.2473 | 22.00 | 22.5172 | 2.3507 | 26.0616 | 18.4618 | 25.3297 | 15.1352 | 29.7954 | 35.4336 | 17.00 | 17.5134 | 3.0199 | 15.3897 | 9.4721 | 18.3274 | 7.8085 | 19.4981 | 14.6947 | 15.00 | 16.0776 | 7.1837 | 13.7082 | 8.6119 | 17.6251 | 17.5009 | 19.2081 | 28.054 | 12.00 | 13.1625 | 9.6878 | 13.4892 | 12.4097 | 15.4476 | 28.7302 | 18.8666 | 57.2217 | 11.00 | 12.9667 | 17.879 | 13.3303 | 25.2653 | 14.3096 | 30.0869 | 10.2471 | 6.8445 | 9.00 | 9.7866 | 8.7401 | 13.2352 | 19.4156 | 13.5290 | 50.3224 | 10.0291 | 11.4344 | 5.00 | 6.0558 | 21.1166 | 8.0292 | 35.8459 | 7.0224 | 40.4490 | 9.7675 | 95.35 |
| MAPE | 8.3341 (%) | 15.7147 (%) | 22.1298 (%) | 29.4592 (%) |
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