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License: GNU General Public License v3.0
Fault detection on real flight data using machine learning
License: GNU General Public License v3.0
Hi Murat @mrtbrnz Thanks a lot for such an amazing open source dataset. It's really useful for my research project. I'm going to train time series classification models on your dataset. Unfortunately, I'm getting some exceptions during reading the files into a pandas dataframe (see below). Also, the plots don't look like similar to the original ones.
Have you got any idea how I could fix this issue?
# Load all of the flights from \Data Directory
#########################
filename = '../data/03_07_2020_Faulty_Daredevil/20_07_03__11_13_15_SD.data'
sd03_1 = DATA(filename, ac_id, data_type='flight', sample_period=0.1)
filename = '../data/03_07_2020_Faulty_Daredevil/20_07_03__11_13_58.data'
gcs03_1 = DATA(filename, ac_id, data_type='flight', sample_period=0.1)
df_03_1 = sd03_1.get_labelled_data()
filename = '../data/03_07_2020_Faulty_Daredevil/20_07_03__12_17_02_SD.data'
sd03_2 = DATA(filename, ac_id, data_type='flight', sample_period=0.1)
# filename = '../data/03_07_2020_Faulty_Daredevil/20_07_03__12_17_45.data' ## HAVE a min_time problem for linearization !!!
# gcs03_2 = DATA(filename, ac_id, data_type='flight', sample_period=0.1)
df_03_2 = sd03_2.get_labelled_data()
# and so on ...
Output:
IMU Scaled Acceleration msg doesnt exist
IMU Raw Acceleration msg doesnt exist
Generating 3D velocity...
IMU Scaled Gyro msg doesnt exist
IMU Raw Gyro msg doesnt exist
Fault Telemetry msg doesnt exist
4-valued Actuators msg doesnt exist
Gust msg does not exist
Soaring Telemetry msg does not exist
Rotorcraft_fp msg does not exist
Min time : 34.612 Maximum time : 3578.612
IMU Scaled Acceleration msg doesnt exist
IMU Raw Acceleration msg doesnt exist
Generating 3D velocity...
IMU Scaled Gyro msg doesnt exist
IMU Raw Gyro msg doesnt exist
Fault Telemetry msg doesnt exist
4-valued Actuators msg doesnt exist
Gust msg does not exist
Soaring Telemetry msg does not exist
Rotorcraft_fp msg does not exist
Min time : 34.629 Maximum time : 1715.114
...
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