Journal of Bigdata

Title : Multi Combination Pattern Labeling by using Deep Learning for Chameleon Rotary Machine Environment

Rotary machine sensor dataset for state diagnosis system

• Raw Dataset : 데이터 분야 - AI 데이터찾기 - AI-Hub (aihub.or.kr)

Directory & Files

FFT

• FFT and Making F.P.MCPL dataset from raw vibration data
  • download : 데이터 분야 - AI 데이터찾기 - AI-Hub (aihub.or.kr)

└─ FFT&F.P.MCPL.ipynb

F.P.MCPL_DNN

• F.P.MCPL dataset for DNN validation
  • download: BDJ_Data - Google Drive , file name : new_data.zip
  • This dataset was constructed from the raw vibration data in the above-mentioned.

│  Journal of Bigdata_DNN_Model1.ipynb
│  Journal of Bigdata_DNN_Model2.ipynb
│  Journal of Bigdata_DNN_Model3.ipynb
|
└─ Models
      |  dnn_model1.h
      |  dnn_model2.h
      └─dnn_model3.h

Spectrogram

• Making Spectrogram images and S.P.MCPL dataset from raw vibration data
  • download : 데이터 분야 - AI 데이터찾기 - AI-Hub (aihub.or.kr)

 |  Journal of Bigdata_Spectrogram_S.P.MCPL_Testset.ipynb
 └─ Journal of Bigdata_Spectrogram_S.P.MCPL_TrainSet.ipynb

S.P.MCPL_CNN

• S.P.MCPL Spectrogram images based dataset for CNN validation
  • download: BDJ_Data - Google Drive, file name: sp1.zip
  • These spectrogram images were constructed from the raw vibration data in the above-mentioned.

│  Axis_Belt_ConfusionMatrix.ipynb
│  Journal of Bigdata_Review_CNN1_TrainSet.ipynb
│  Journal of Bigdata_Review_CNN1_Validation of NewTestSet.ipynb
│  Journal of Bigdata_Review_CNN2_TrainSet.ipynb
│  Journal of Bigdata_Review_CNN2_Validation of NewTestSet.ipynb
│  Journal of Bigdata_Review_CNN3_TrainSet.ipynb
│  Journal of Bigdata_Review_CNN3_Validation of NewTestSet.ipynb
│  S.P.MCPL.md
│
└─ Models
      |cnn_saved_models_h5
      | history2.h5
      | history6.h5
      └─ history9.h5