# Remaining Useful Life Estimation on N-CMAPSS Source: [Remaining Useful Life Estimation on N-CMAPSS]() Collection index: [llms.txt]() Data updated: 2026-03-18T06:41:50.814Z Evaluation of models for Remaining Useful Life (RUL) estimation using the N-CMAPSS dataset, reporting cross-dataset performance metrics. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Remaining Useful Life Estimation | | Dataset (including any stated split) | N-CMAPSS | | Metric | RUL Error (DS01→DS02) | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 16 of 16 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [RUL Error (DS01→DS02)](): Lower is better; unit: SCALAR. - [RUL Error (DS01→DS03)](): Lower is better; unit: SCALAR. - [RUL Error (DS02→DS01)](): Lower is better; unit: SCALAR. - [RUL Error (DS02→DS03)](): Lower is better; unit: SCALAR. - [RUL Error (DS03→DS01)](): Lower is better; unit: SCALAR. - [RUL Error (DS03→DS02)](): Lower is better; unit: SCALAR. - [Average RUL Error](): Lower is better; unit: SCALAR. ## Recorded results | Method | RUL Error (DS01→DS02) | Result date | Report paper | | --- | --- | --- | --- | | EviAdapt | 9.23 | Not recorded | 69ba316d0636e5bf4afc0616 | | ADARUL | 9.97 | Not recorded | 69ba316d0636e5bf4afc0616 | | Cons DANN | 10.03 | Not recorded | 69ba316d0636e5bf4afc0616 | | CADA | 10.05 | Not recorded | 69ba316d0636e5bf4afc0616 | | Deep Coral | 14.06 | Not recorded | 69ba316d0636e5bf4afc0616 | | DDC | 19.23 | Not recorded | 69ba316d0636e5bf4afc0616 | | Source-RMSE | 21.89 | Not recorded | 69ba316d0636e5bf4afc0616 | | Source-EVI | 23.64 | Not recorded | 69ba316d0636e5bf4afc0616 | | EviAdapt | 1515 | Not recorded | 69ba316d0636e5bf4afc0616 | | ADARUL | 1579 | Not recorded | 69ba316d0636e5bf4afc0616 | | CADA | 1632 | Not recorded | 69ba316d0636e5bf4afc0616 | | Cons DANN | 1715 | Not recorded | 69ba316d0636e5bf4afc0616 | | Deep Coral | 2880 | Not recorded | 69ba316d0636e5bf4afc0616 | | DDC | 5767 | Not recorded | 69ba316d0636e5bf4afc0616 | | Source-RMSE | 7202 | Not recorded | 69ba316d0636e5bf4afc0616 | | Source-EVI | 8662 | Not recorded | 69ba316d0636e5bf4afc0616 | ### EviAdapt RUL Error (DS01→DS02): 9.23. Result ID: 69ba491747f34ce924a37f76. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ADARUL RUL Error (DS01→DS02): 9.97. Result ID: 69ba491747f34ce924a37f72. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Cons DANN RUL Error (DS01→DS02): 10.03. Result ID: 69ba491747f34ce924a37f74. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CADA RUL Error (DS01→DS02): 10.05. Result ID: 69ba491747f34ce924a37f73. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Deep Coral RUL Error (DS01→DS02): 14.06. Result ID: 69ba491747f34ce924a37f71. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DDC RUL Error (DS01→DS02): 19.23. Result ID: 69ba491747f34ce924a37f70. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Source-RMSE RUL Error (DS01→DS02): 21.89. Result ID: 69ba491747f34ce924a37f6f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Source-EVI RUL Error (DS01→DS02): 23.64. Result ID: 69ba491747f34ce924a37f75. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EviAdapt RUL Error (DS01→DS02): 1515. Result ID: 69ba491747f34ce924a37f86. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ADARUL RUL Error (DS01→DS02): 1579. Result ID: 69ba491747f34ce924a37f82. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CADA RUL Error (DS01→DS02): 1632. Result ID: 69ba491747f34ce924a37f83. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Cons DANN RUL Error (DS01→DS02): 1715. Result ID: 69ba491747f34ce924a37f84. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Deep Coral RUL Error (DS01→DS02): 2880. Result ID: 69ba491747f34ce924a37f81. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DDC RUL Error (DS01→DS02): 5767. Result ID: 69ba491747f34ce924a37f80. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Source-RMSE RUL Error (DS01→DS02): 7202. Result ID: 69ba491747f34ce924a37f7f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Source-EVI RUL Error (DS01→DS02): 8662. Result ID: 69ba491747f34ce924a37f85. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.