# Fault Diagnosis on CWRU 10 dB SNR

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

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

Data updated: 2026-04-24T07:08:40.245Z

Evaluation of model performance for fault diagnosis using the CWRU dataset specifically under 10 dB Signal-to-Noise Ratio (SNR) conditions, reporting metrics W1 through W6.

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) | CWRU 10 dB SNR |
| Metric | W1 |
| 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

- [W1](<https://www.sota2.com/research/sota/fault-diagnosis-on-cwru-10-db-snr.md?metric=W1>): Higher is better; unit: PERCENT.

- [W2](<https://www.sota2.com/research/sota/fault-diagnosis-on-cwru-10-db-snr.md?metric=W2>): Higher is better; unit: PERCENT.

- [W3](<https://www.sota2.com/research/sota/fault-diagnosis-on-cwru-10-db-snr.md?metric=W3>): Higher is better; unit: PERCENT.

- [W4](<https://www.sota2.com/research/sota/fault-diagnosis-on-cwru-10-db-snr.md?metric=W4>): Higher is better; unit: PERCENT.

- [W5](<https://www.sota2.com/research/sota/fault-diagnosis-on-cwru-10-db-snr.md?metric=W5>): Higher is better; unit: PERCENT.

- [W6](<https://www.sota2.com/research/sota/fault-diagnosis-on-cwru-10-db-snr.md?metric=W6>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | W1 | Result date | Report paper |
| --- | --- | --- | --- |
| DAHCL | 83.72 | Not recorded | 69eaf90755a3c32af89f88da |
| SDGN | 83.06 | Not recorded | 69eaf90755a3c32af89f88da |
| CDSRN | 80.73 | Not recorded | 69eaf90755a3c32af89f88da |
| DIFFN | 78.47 | Not recorded | 69eaf90755a3c32af89f88da |
| MSDGN | 77.35 | Not recorded | 69eaf90755a3c32af89f88da |
| DFGN | 76.29 | Not recorded | 69eaf90755a3c32af89f88da |

### DAHCL

W1: 83.72. Result ID: 69eb162847f34ce924d2c163.

[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)":"2632"}. This record does not assert independent reproduction.

### SDGN

W1: 83.06. Result ID: 69eb162847f34ce924d2c160.

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

Recorded evaluation configuration: {"Training time (s)":"3857"}. This record does not assert independent reproduction.

### CDSRN

W1: 80.73. Result ID: 69eb162847f34ce924d2c15f.

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

Recorded evaluation configuration: {"Training time (s)":"2868"}. This record does not assert independent reproduction.

### DIFFN

W1: 78.47. Result ID: 69eb162847f34ce924d2c15e.

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

Recorded evaluation configuration: {"Training time (s)":"2320"}. This record does not assert independent reproduction.

### MSDGN

W1: 77.35. Result ID: 69eb162847f34ce924d2c162.

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

Recorded evaluation configuration: {"Training time (s)":"932"}. This record does not assert independent reproduction.

### DFGN

W1: 76.29. Result ID: 69eb162847f34ce924d2c161.

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

Recorded evaluation configuration: {"Training time (s)":"1902"}. This record does not assert independent reproduction.

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