Dataset for Double-Layer LSTM Recognition Method for Early Stage of 10kV Single-Core Cable Based on Multi-Observable Electrical Quantities

Here we provide the 3 zip files, Different combinations of electrical quantities, Different time windows, Signal with different noise. These 3 zip files are processing data.

The zip file of Different combinations of electrical quantities contains 7 csv files. The zip file of Different time windows contains 4 csv files, 10+10, 10+50, 50+50, 100+300. The zip file of Signal with different noise contains 4 csv files, no noise, 10dB, 20dB, 30dB. Each csv file contains 7038 samples which have been randomly disorganized. Every row is one sample and the first column is the index. The last column is the label corresponding 4 cable states. 1 represents the load change, 2 represents the metal sheath grounding, 3 represents the cable insulation degradation at a point and 4 represents the sheath grounding after the cable insulation is degraded.