# Fault Diagnosis on PU 10 dB SNR

Source: [Fault Diagnosis on PU 10 dB SNR](<https://www.sota2.com/research/sota/fault-diagnosis-on-pu-10-db-snr>)

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

Data updated: 2026-04-24T07:08:40.110Z

Evaluation of fault diagnosis model performance on the PU dataset specifically under 10 dB Signal-to-Noise Ratio (SNR) conditions, reporting metrics T1 through T6.

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 10 dB SNR |
| Metric | 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

- [T1 Score](<https://www.sota2.com/research/sota/fault-diagnosis-on-pu-10-db-snr.md?metric=T1%20Score>): Higher is better; unit: PERCENT.

- [T2 Score](<https://www.sota2.com/research/sota/fault-diagnosis-on-pu-10-db-snr.md?metric=T2%20Score>): Higher is better; unit: PERCENT.

- [T3 Score](<https://www.sota2.com/research/sota/fault-diagnosis-on-pu-10-db-snr.md?metric=T3%20Score>): Higher is better; unit: PERCENT.

- [T4 Score](<https://www.sota2.com/research/sota/fault-diagnosis-on-pu-10-db-snr.md?metric=T4%20Score>): Higher is better; unit: PERCENT.

- [T5 Score](<https://www.sota2.com/research/sota/fault-diagnosis-on-pu-10-db-snr.md?metric=T5%20Score>): Higher is better; unit: PERCENT.

- [T6 Score](<https://www.sota2.com/research/sota/fault-diagnosis-on-pu-10-db-snr.md?metric=T6%20Score>): Higher is better; unit: PERCENT.

- [Average Score](<https://www.sota2.com/research/sota/fault-diagnosis-on-pu-10-db-snr.md?metric=Average%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | T1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| DAHCL | 73.11 | Not recorded | 69eaf90755a3c32af89f88da |
| SDGN | 71.5 | Not recorded | 69eaf90755a3c32af89f88da |
| CDSRN | 70.21 | Not recorded | 69eaf90755a3c32af89f88da |
| MSDGN | 66.8 | Not recorded | 69eaf90755a3c32af89f88da |
| DIFFN | 65.06 | Not recorded | 69eaf90755a3c32af89f88da |
| DFGN | 63.82 | Not recorded | 69eaf90755a3c32af89f88da |

### DAHCL

T1 Score: 73.11. Result ID: 69eb162847f34ce924d2c14b.

[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.

### SDGN

T1 Score: 71.5. Result ID: 69eb162847f34ce924d2c148.

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

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

### CDSRN

T1 Score: 70.21. Result ID: 69eb162847f34ce924d2c147.

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

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

### MSDGN

T1 Score: 66.8. Result ID: 69eb162847f34ce924d2c14a.

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

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

### DIFFN

T1 Score: 65.06. Result ID: 69eb162847f34ce924d2c146.

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

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

### DFGN

T1 Score: 63.82. Result ID: 69eb162847f34ce924d2c149.

[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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