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Papers Benchmarks Datasets Tasks

C-MAPSS dataset and benchmarks – Page 2 · SOTA2 Research

Research Datasets

C-MAPSS

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Core Speed Prediction

C-MAPSS 90% RUL

14.3RMSE

5

Event Prediction

C-MAPSS 3

82h-AUROC

5

Event Prediction

C-MAPSS 2

0.7h-AUROC

5

Event Prediction

C-MAPSS-1

73h-AUROC

5

Calibration Scheduling

C-MAPSS FD004

18,021Calibration Score

4

Calibration Scheduling

C-MAPSS FD003

9,284Calibration Score

4

Calibration Scheduling

C-MAPSS (FD002)

1,043Calibration Score

4

Calibration Scheduling

C-MAPSS FD001 (val)

2,386Calibration Score

4

C-MAPSS FD004

19.705RUL RMSE

2

Sensor Forecasting

C-MAPSS FD004

0.063Sensor RMSE

2

C-MAPSS FD003

14.379RUL RMSE

2

Sensor Forecasting

C-MAPSS FD003

0.336Sensor RMSE

2

C-MAPSS FD002

18.698RUL RMSE

2

Sensor Forecasting

C-MAPSS FD002

0.063Sensor RMSE

2

C-MAPSS FD001

15.439RUL RMSE

2

Sensor Forecasting

C-MAPSS FD001

0.44Sensor RMSE

2

Degradation Progress Evaluation

C-MAPSS FD004

0.634Speed ρ

1

Degradation Progress Evaluation

C-MAPSS FD003

0.586Speed Rho

1

Degradation Progress Evaluation

C-MAPSS FD002

0.612Speed Rho Correlation

1

Degradation Progress Evaluation

C-MAPSS FD001

0.553Speed Rho

1

Time-to-failure prediction

C-MAPSS and NASA Datasets

—Primary metric

0

Remaining Useful Life prediction

C-MAPSS v1 (test)

—RMSE (F1→F2)

0

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Popular tasks

Remaining Useful Life prediction Core Speed Prediction RUL Estimation Calibration Scheduling Sensor Forecasting

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