# Fault Diagnosis on PU Dataset 0 dB SNR

Source: [Fault Diagnosis on PU Dataset 0 dB SNR](<https://www.sota2.com/research/sota/fault-diagnosis-on-pu-dataset-0-db-snr>)

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

Data updated: 2026-04-24T07:08:40.147Z

Evaluation of fault diagnosis performance on the PU dataset specifically under 0 dB Signal-to-Noise Ratio (SNR) conditions, reporting component-specific metrics (T1-T6) and average performance.

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 | Fault Diagnosis |
| Dataset (including any stated split) | PU Dataset 0 dB SNR |
| Metric | Component T1 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Component T1 Score](<https://www.sota2.com/research/sota/fault-diagnosis-on-pu-dataset-0-db-snr.md?metric=Component%20T1%20Score>): Higher is better; unit: PERCENT.

- [Component T2 Score](<https://www.sota2.com/research/sota/fault-diagnosis-on-pu-dataset-0-db-snr.md?metric=Component%20T2%20Score>): Higher is better; unit: PERCENT.

- [Component T3 Score](<https://www.sota2.com/research/sota/fault-diagnosis-on-pu-dataset-0-db-snr.md?metric=Component%20T3%20Score>): Higher is better; unit: PERCENT.

- [Component T4 Score](<https://www.sota2.com/research/sota/fault-diagnosis-on-pu-dataset-0-db-snr.md?metric=Component%20T4%20Score>): Higher is better; unit: PERCENT.

- [Component T5 Score](<https://www.sota2.com/research/sota/fault-diagnosis-on-pu-dataset-0-db-snr.md?metric=Component%20T5%20Score>): Higher is better; unit: PERCENT.

- [Component T6 Score](<https://www.sota2.com/research/sota/fault-diagnosis-on-pu-dataset-0-db-snr.md?metric=Component%20T6%20Score>): Higher is better; unit: PERCENT.

- [Average Score](<https://www.sota2.com/research/sota/fault-diagnosis-on-pu-dataset-0-db-snr.md?metric=Average%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Component T1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| SDGN | 61.17 | Not recorded | 69eaf90755a3c32af89f88da |
| DAHCL | 59.32 | Not recorded | 69eaf90755a3c32af89f88da |
| CDSRN | 51.26 | Not recorded | 69eaf90755a3c32af89f88da |
| DIFFN | 48.27 | Not recorded | 69eaf90755a3c32af89f88da |
| MSDGN | 46.54 | Not recorded | 69eaf90755a3c32af89f88da |
| DFGN | 44.74 | Not recorded | 69eaf90755a3c32af89f88da |

### SDGN

Component T1 Score: 61.17. Result ID: 69eb162847f34ce924d2c14e.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf90755a3c32af89f88da.md>)

Recorded evaluation configuration: {"Training time (s)":"4273"}. This record does not assert independent reproduction.

### DAHCL

Component T1 Score: 59.32. Result ID: 69eb162847f34ce924d2c151.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf90755a3c32af89f88da.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69eaf90755a3c32af89f88da.md>)

Recorded evaluation configuration: {"Training time (s)":"2895"}. This record does not assert independent reproduction.

### CDSRN

Component T1 Score: 51.26. Result ID: 69eb162847f34ce924d2c14d.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf90755a3c32af89f88da.md>)

Recorded evaluation configuration: {"Training time (s)":"3133"}. This record does not assert independent reproduction.

### DIFFN

Component T1 Score: 48.27. Result ID: 69eb162847f34ce924d2c14c.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf90755a3c32af89f88da.md>)

Recorded evaluation configuration: {"Training time (s)":"2562"}. This record does not assert independent reproduction.

### MSDGN

Component T1 Score: 46.54. Result ID: 69eb162847f34ce924d2c150.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf90755a3c32af89f88da.md>)

Recorded evaluation configuration: {"Training time (s)":"1025"}. This record does not assert independent reproduction.

### DFGN

Component T1 Score: 44.74. Result ID: 69eb162847f34ce924d2c14f.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf90755a3c32af89f88da.md>)

Recorded evaluation configuration: {"Training time (s)":"2192"}. This record does not assert independent reproduction.

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