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

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

Citation Author(s):
Peng
Chi
Submitted by:
Peng Chi
Last updated:
Tue, 07/16/2019 - 11:22
DOI:
10.21227/m1ce-3g87
License:
Dataset Views:
90
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Abstract: 

The research subject of this papper is five electrical quantities, the phase current of abnormal phase IL, the sheath current of initial terminal Iss, the sheath current of last end Ise and other two phase currents IO1, IO2.

Instructions: 

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.

Dataset Files

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[1] Peng Chi, "Dataset for Double-Layer LSTM Recognition Method for Early Stage of 10kV Single-Core Cable Based on Multi-Observable Electrical Quantities", IEEE Dataport, 2019. [Online]. Available: http://dx.doi.org/10.21227/m1ce-3g87. Accessed: Sep. 20, 2019.
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doi = {10.21227/m1ce-3g87},
url = {http://dx.doi.org/10.21227/m1ce-3g87},
author = {Peng Chi },
publisher = {IEEE Dataport},
title = {Dataset for Double-Layer LSTM Recognition Method for Early Stage of 10kV Single-Core Cable Based on Multi-Observable Electrical Quantities},
year = {2019} }
TY - DATA
T1 - Dataset for Double-Layer LSTM Recognition Method for Early Stage of 10kV Single-Core Cable Based on Multi-Observable Electrical Quantities
AU - Peng Chi
PY - 2019
PB - IEEE Dataport
UR - 10.21227/m1ce-3g87
ER -
Peng Chi. (2019). Dataset for Double-Layer LSTM Recognition Method for Early Stage of 10kV Single-Core Cable Based on Multi-Observable Electrical Quantities. IEEE Dataport. http://dx.doi.org/10.21227/m1ce-3g87
Peng Chi, 2019. Dataset for Double-Layer LSTM Recognition Method for Early Stage of 10kV Single-Core Cable Based on Multi-Observable Electrical Quantities. Available at: http://dx.doi.org/10.21227/m1ce-3g87.
Peng Chi. (2019). "Dataset for Double-Layer LSTM Recognition Method for Early Stage of 10kV Single-Core Cable Based on Multi-Observable Electrical Quantities." Web.
1. Peng Chi. Dataset for Double-Layer LSTM Recognition Method for Early Stage of 10kV Single-Core Cable Based on Multi-Observable Electrical Quantities [Internet]. IEEE Dataport; 2019. Available from : http://dx.doi.org/10.21227/m1ce-3g87
Peng Chi. "Dataset for Double-Layer LSTM Recognition Method for Early Stage of 10kV Single-Core Cable Based on Multi-Observable Electrical Quantities." doi: 10.21227/m1ce-3g87