# Remaining Useful Life prediction on C-MAPSS Transfer Scenarios

Source: [Remaining Useful Life prediction on C-MAPSS Transfer Scenarios](<https://www.sota2.com/research/sota/remaining-useful-life-prediction-on-c-mapss-transfer-scenarios>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-03-18T06:41:50.863Z

Evaluation of models for Remaining Useful Life (RUL) prediction using the C-MAPSS Transfer Scenarios setup, reporting custom transition scores (F1 through F4).

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 prediction |
| Dataset (including any stated split) | C-MAPSS Transfer Scenarios |
| Metric | Score (F1-\>F2) |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [Score (F1-\>F2)](<https://www.sota2.com/research/sota/remaining-useful-life-prediction-on-c-mapss-transfer-scenarios.md?metric=Score%20(F1-%3EF2)>): Higher is better; unit: SCALAR.

- [Score (F1-\>F3)](<https://www.sota2.com/research/sota/remaining-useful-life-prediction-on-c-mapss-transfer-scenarios.md?metric=Score%20(F1-%3EF3)>): Higher is better; unit: SCALAR.

- [Score (F1-\>F4)](<https://www.sota2.com/research/sota/remaining-useful-life-prediction-on-c-mapss-transfer-scenarios.md?metric=Score%20(F1-%3EF4)>): Higher is better; unit: SCALAR.

- [Score (F2-\>F1)](<https://www.sota2.com/research/sota/remaining-useful-life-prediction-on-c-mapss-transfer-scenarios.md?metric=Score%20(F2-%3EF1)>): Higher is better; unit: SCALAR.

- [Score (F2-\>F3)](<https://www.sota2.com/research/sota/remaining-useful-life-prediction-on-c-mapss-transfer-scenarios.md?metric=Score%20(F2-%3EF3)>): Higher is better; unit: SCALAR.

- [Score (F2-\>F4)](<https://www.sota2.com/research/sota/remaining-useful-life-prediction-on-c-mapss-transfer-scenarios.md?metric=Score%20(F2-%3EF4)>): Higher is better; unit: SCALAR.

- [Score (F3-\>F1)](<https://www.sota2.com/research/sota/remaining-useful-life-prediction-on-c-mapss-transfer-scenarios.md?metric=Score%20(F3-%3EF1)>): Higher is better; unit: SCALAR.

- [Score (F3-\>F2)](<https://www.sota2.com/research/sota/remaining-useful-life-prediction-on-c-mapss-transfer-scenarios.md?metric=Score%20(F3-%3EF2)>): Higher is better; unit: SCALAR.

- [Score (F3-\>F4)](<https://www.sota2.com/research/sota/remaining-useful-life-prediction-on-c-mapss-transfer-scenarios.md?metric=Score%20(F3-%3EF4)>): Higher is better; unit: SCALAR.

- [Score (F4-\>F1)](<https://www.sota2.com/research/sota/remaining-useful-life-prediction-on-c-mapss-transfer-scenarios.md?metric=Score%20(F4-%3EF1)>): Higher is better; unit: SCALAR.

- [Score (F4-\>F2)](<https://www.sota2.com/research/sota/remaining-useful-life-prediction-on-c-mapss-transfer-scenarios.md?metric=Score%20(F4-%3EF2)>): Higher is better; unit: SCALAR.

- [Score (F4-\>F3)](<https://www.sota2.com/research/sota/remaining-useful-life-prediction-on-c-mapss-transfer-scenarios.md?metric=Score%20(F4-%3EF3)>): Higher is better; unit: SCALAR.

- [Average Score](<https://www.sota2.com/research/sota/remaining-useful-life-prediction-on-c-mapss-transfer-scenarios.md?metric=Average%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Score (F1-\>F2) | Result date | Report paper |
| --- | --- | --- | --- |
| Source-EVI | 59 | Not recorded | 69ba316d0636e5bf4afc0616 |
| Source-RMSE | 55.35 | Not recorded | 69ba316d0636e5bf4afc0616 |
| CADA | 45.24 | Not recorded | 69ba316d0636e5bf4afc0616 |
| ADARUL | 44.73 | Not recorded | 69ba316d0636e5bf4afc0616 |
| DDC | 40 | Not recorded | 69ba316d0636e5bf4afc0616 |
| Deep Coral | 36.9 | Not recorded | 69ba316d0636e5bf4afc0616 |
| EviAdapt | 29.95 | Not recorded | 69ba316d0636e5bf4afc0616 |
| Cons DANN | 28.52 | Not recorded | 69ba316d0636e5bf4afc0616 |

### Source-EVI

Score (F1-\>F2): 59. Result ID: 69ba491747f34ce924a37f8d.

[Reporting paper](<https://www.sota2.com/research/paper/69ba316d0636e5bf4afc0616.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Source-RMSE

Score (F1-\>F2): 55.35. Result ID: 69ba491747f34ce924a37f87.

[Reporting paper](<https://www.sota2.com/research/paper/69ba316d0636e5bf4afc0616.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CADA

Score (F1-\>F2): 45.24. Result ID: 69ba491747f34ce924a37f8b.

[Reporting paper](<https://www.sota2.com/research/paper/69ba316d0636e5bf4afc0616.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ADARUL

Score (F1-\>F2): 44.73. Result ID: 69ba491747f34ce924a37f8a.

[Reporting paper](<https://www.sota2.com/research/paper/69ba316d0636e5bf4afc0616.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DDC

Score (F1-\>F2): 40. Result ID: 69ba491747f34ce924a37f88.

[Reporting paper](<https://www.sota2.com/research/paper/69ba316d0636e5bf4afc0616.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa619e1e209131ce9f532d.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Deep Coral

Score (F1-\>F2): 36.9. Result ID: 69ba491747f34ce924a37f89.

[Reporting paper](<https://www.sota2.com/research/paper/69ba316d0636e5bf4afc0616.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62fe1e209131ce9fc1c4.md>)

[Implementation](<https://github.com/VisionLearningGroup/CORAL>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### EviAdapt

Score (F1-\>F2): 29.95. Result ID: 69ba491747f34ce924a37f8e.

[Reporting paper](<https://www.sota2.com/research/paper/69ba316d0636e5bf4afc0616.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ba316d0636e5bf4afc0616.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Cons DANN

Score (F1-\>F2): 28.52. Result ID: 69ba491747f34ce924a37f8c.

[Reporting paper](<https://www.sota2.com/research/paper/69ba316d0636e5bf4afc0616.md>)

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.