WEBVTT 00:00:00.000 --> 00:00:03.512 A gearbox seal, replaced every twenty weeks. 00:00:03.512 --> 00:00:06.743 The task has been in the plan for years, 00:00:06.743 --> 00:00:11.449 and nobody on site can tell you where the interval came from. 00:00:11.449 --> 00:00:14.828 Over a hundred weeks there are thirteen events. 00:00:14.828 --> 00:00:17.443 Five are planned seal replacements, 00:00:17.443 --> 00:00:20.376 and the seal was serviceable every time. 00:00:20.376 --> 00:00:22.671 Eight are corrective failures. 00:00:22.671 --> 00:00:24.711 A work order records work. 00:00:24.711 --> 00:00:26.943 It does not record a failure. 00:00:26.943 --> 00:00:31.360 Those eight failures happen at gearbox ages of 00:00:31.360 --> 00:00:35.267 thirty, fifty, sixty-five, seventy-five, 00:00:35.267 --> 00:00:40.448 eighty-three, ninety, ninety-six and ninety-nine weeks. 00:00:40.448 --> 00:00:44.440 Cumulative age. Not the gap between them. 00:00:44.440 --> 00:00:47.073 And the gaps are closing. 00:00:47.073 --> 00:00:51.106 Crow-AMSAA models that as a power law. 00:00:51.106 --> 00:00:53.306 Beta is the trend. 00:00:53.306 --> 00:00:57.431 Sum the natural log of T over each age, 00:00:57.431 --> 00:00:59.723 and divide n by it. 00:00:59.723 --> 00:01:03.498 Beta above one means failures are arriving faster. 00:01:03.498 --> 00:01:06.667 But eight events is not many, so test it. 00:01:06.667 --> 00:01:09.633 The ninety per cent interval runs from 00:01:09.633 --> 00:01:13.072 one point three five to four point four four. 00:01:13.072 --> 00:01:14.892 It never touches one. 00:01:14.892 --> 00:01:17.252 Correct for small-sample bias 00:01:17.252 --> 00:01:20.353 and beta is still two point three seven. 00:01:20.353 --> 00:01:24.092 Across the whole record, failures arrive at 00:01:24.092 --> 00:01:26.915 nought point zero eight a week. 00:01:26.915 --> 00:01:29.815 Right now, nought point two two. 00:01:29.815 --> 00:01:32.409 They differ by exactly beta. 00:01:32.409 --> 00:01:37.369 Over the next six months this model expects seven failures. 00:01:37.369 --> 00:01:40.803 A constant rate assumption expects two. 00:01:40.803 --> 00:01:44.249 Beta tells you the system is getting worse. 00:01:44.249 --> 00:01:46.570 It does not tell you where. 00:01:46.570 --> 00:01:47.836 So drill in. 00:01:47.836 --> 00:01:51.774 Half of all failures are one bearing failure mode, 00:01:51.774 --> 00:01:54.798 and every one of them is lubrication. 00:01:54.798 --> 00:01:58.348 And the seal? Five removals, zero failures. 00:01:58.348 --> 00:02:00.231 That is not nothing. 00:02:00.231 --> 00:02:03.998 Five censored lives put characteristic life at 00:02:03.998 --> 00:02:07.114 twenty-nine and a half weeks or more, 00:02:07.114 --> 00:02:09.794 against a twenty-week interval. 00:02:09.794 --> 00:02:12.957 The only component on a fixed interval 00:02:12.957 --> 00:02:15.832 is the only one that never failed. 00:02:15.832 --> 00:02:18.995 Change the lubrication, mark the date, 00:02:18.995 --> 00:02:21.151 and fit the trend again.