Fault Diagnosis

Benchmarks

Dataset Name	SOTA Method	Metric
Tennessee Eastman process (TEP) dataset (test)	LGF-MLTG	FDR100	126	1mo ago
RMIS Fault Diagnosis Suite (IICA, IIEE, WTPG, MaFaulDa, SDUST, UMGED, PU)	FISHER	Overall Mean Score63.31	28	3mo ago
DIRG (Total)	AeroGPT	Accuracy0.9894	18	3mo ago
DIRG (Defective)	AeroGPT	Accuracy98.42	18	3mo ago
DIRG (Non-Defective)	AeroGPT	Accuracy99.46	18	3mo ago
HIT Bearing Dataset (test)	AeroGPT	Accuracy100	18	3mo ago
PU	DaSheng	Vibration Score72.63	14	3mo ago
UMGED	DaSheng	Vib Score6.59	14	3mo ago
SDUST	FISHER	Sound Component Score14.85	14	3mo ago
MaFaulDa	FISHER	Sound Score0.7092	14	3mo ago
WTPG	CED	Area under Multi-Split Curve86.04	14	3mo ago
IICA	FISHER	Area under Multi-Split Curve84.59	14	3mo ago
20-class fault diagnosis dataset (test)	Paired-mirror residuals + ResNet	Accuracy96.7	12	1mo ago
CWRU dataset	LISTA-Transformer	Accuracy98.5	11	3mo ago
XJTUSuprgear Normal Data	PolaDCA-GNN	Average Accuracy99.53	9	2mo ago
XJTUSuprgear -8 dB Gaussian Noise	DCA-GNN	Accuracy80.06	9	2mo ago
XJTUSuprgear -6 dB Gaussian Noise	DCA-GNN	Accuracy81.5	9	2mo ago
XJTUSuprgear -4 dB Gaussian Noise	PolaDCA-GNN	Accuracy85.33	9	2mo ago
XJTUSuprgear -2 dB Gaussian Noise	PolaDCA-GNN	Accuracy87.69	9	2mo ago
XJTUSuprgear 0 dB Gaussian Noise	PolaDCA-GNN	Accuracy (%)89.33	9	2mo ago
Multiphase Flow Process		Case 1 Accuracy100	7	2mo ago
CWRU 0 dB SNR	DAHCL	W1 Score78.26	6	1mo ago
CWRU 10 dB SNR	DAHCL	W183.72	6	1mo ago
JUST 0 dB		J1 Score45.67	6	1mo ago
JUST 10 dB		J1 Score55.42	6	1mo ago

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