turbofan
Datasets
All datasets matching “turbofan”NASA-C-MAPSS-Turbofan-Engine
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Remaining useful life prediction
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Predictive maintenance
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Digital twin research
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Turbofan engine degradation
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1. Project Introduction… See the full description on the dataset page: https://huggingface.co/datasets/SoyVitou/NASA-C-MAPSS-Turbofan-Engine.turbofannasa-turbofan-degradationOriginal source:
https://data.nasa.gov/Aerospace/CMAPSS-Jet-Engine-Simulated-Data/ff5v-kuh6/about_data
Example analysis:
https://www.kaggle.com/code/carlkirstein/predictive-maintenance-nasa-turbofan-regression/notebook
Use the "cycle" column as the relative time index (operational cycle of the engine in the "engine" column).
[From "readme.txt" in the original source]
Experimental Scenario
Data sets consists of multiple multivariate time series. Each data set is further divided into… See the full description on the dataset page: https://huggingface.co/datasets/nominal-io/nasa-turbofan-degradation.turbofancmapss-turbofan-preprocessedNASA Turbofan Jet Engine Data Set dataset, kaggle link.
Currenltly has only FD002 subset
fed-turbofan-feFeature Engineered version of this dataset. Key differences:
GBDT feature selection (selected on train data, target is rul, threshold is 0.01, lightgbm.LGBMRegressor is used)
Sensor-wise z_score and min_max normalisation (effectively just min_max, applied z_score as in this paper)