# Remaining Useful Life prediction on PHM 2010

Source: [Remaining Useful Life prediction on PHM 2010](<https://www.sota2.com/research/sota/remaining-useful-life-prediction-on-phm-2010>)

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

Data updated: 2026-03-18T06:41:50.839Z

Evaluation of models for Remaining Useful Life (RUL) prediction using the PHM 2010 dataset, reporting specific transition metrics (e.g., C1-\>C4, C6-\>C1).

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) | PHM 2010 |
| Metric | Transition Error C1-\>C4 |
| Unit | SCALAR |
| Direction | Lower 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

- [Transition Error C1-\>C4](<https://www.sota2.com/research/sota/remaining-useful-life-prediction-on-phm-2010.md?metric=Transition%20Error%20C1-%3EC4>): Lower is better; unit: SCALAR.

- [Transition Error C1-\>C6](<https://www.sota2.com/research/sota/remaining-useful-life-prediction-on-phm-2010.md?metric=Transition%20Error%20C1-%3EC6>): Lower is better; unit: SCALAR.

- [Transition Error C4-\>C1](<https://www.sota2.com/research/sota/remaining-useful-life-prediction-on-phm-2010.md?metric=Transition%20Error%20C4-%3EC1>): Lower is better; unit: SCALAR.

- [Transition Error C4-\>C6](<https://www.sota2.com/research/sota/remaining-useful-life-prediction-on-phm-2010.md?metric=Transition%20Error%20C4-%3EC6>): Lower is better; unit: SCALAR.

- [Transition Error C6-\>C1](<https://www.sota2.com/research/sota/remaining-useful-life-prediction-on-phm-2010.md?metric=Transition%20Error%20C6-%3EC1>): Lower is better; unit: SCALAR.

- [Transition Error C6-\>C4](<https://www.sota2.com/research/sota/remaining-useful-life-prediction-on-phm-2010.md?metric=Transition%20Error%20C6-%3EC4>): Lower is better; unit: SCALAR.

- [Average Transition Error](<https://www.sota2.com/research/sota/remaining-useful-life-prediction-on-phm-2010.md?metric=Average%20Transition%20Error>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Transition Error C1-\>C4 | Result date | Report paper |
| --- | --- | --- | --- |
| Cons DANN | 0.173 | Not recorded | 69ba316d0636e5bf4afc0616 |
| Deep Coral | 0.175 | Not recorded | 69ba316d0636e5bf4afc0616 |
| DDC | 0.176 | Not recorded | 69ba316d0636e5bf4afc0616 |
| EviAdapt | 0.185 | Not recorded | 69ba316d0636e5bf4afc0616 |
| Source-RMSE | 0.209 | Not recorded | 69ba316d0636e5bf4afc0616 |
| CADA | 0.209 | Not recorded | 69ba316d0636e5bf4afc0616 |
| ADARUL | 0.216 | Not recorded | 69ba316d0636e5bf4afc0616 |
| Source-EVI | 0.219 | Not recorded | 69ba316d0636e5bf4afc0616 |

### Cons DANN

Transition Error C1-\>C4: 0.173. Result ID: 69ba491747f34ce924a37f7c.

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

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

### Deep Coral

Transition Error C1-\>C4: 0.175. Result ID: 69ba491747f34ce924a37f79.

[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.

### DDC

Transition Error C1-\>C4: 0.176. Result ID: 69ba491747f34ce924a37f78.

[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.

### EviAdapt

Transition Error C1-\>C4: 0.185. Result ID: 69ba491747f34ce924a37f7e.

[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.

### Source-RMSE

Transition Error C1-\>C4: 0.209. Result ID: 69ba491747f34ce924a37f77.

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

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

### CADA

Transition Error C1-\>C4: 0.209. Result ID: 69ba491747f34ce924a37f7b.

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

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

### ADARUL

Transition Error C1-\>C4: 0.216. Result ID: 69ba491747f34ce924a37f7a.

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

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

### Source-EVI

Transition Error C1-\>C4: 0.219. Result ID: 69ba491747f34ce924a37f7d.

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

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

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