The Cable Fault Diagnosis for XLPE Cable Based on 1DCNNs-BiLSTM Network

• Published in: Journal of control science and engineering Vol. 2023; pp. 1 - 10
• Main Authors: Wang, Qianyu, Cao, Dong, Zhang, Shuyuan, Zhou, Yuzan, Yao, Lina
• Format: Journal Article
• Language: English
• Published: New York Hindawi 19.01.2023; John Wiley & Sons, Inc; Wiley
• Subjects: Accuracy; Algorithms; Artificial intelligence; Artificial neural networks; Cables; Circuits; Classification; Deep learning; Electricity distribution; Fault diagnosis; Faults; Feature extraction; Neural networks; Short circuits

Diagnosing the fault type accurately from a variety of faults is very essential to ensure a stable electricity supply when a short-circuit fault occurs. In this paper, a hybrid classification model combining the one-dimensional convolutional neural network (1D-CNN) and the bidirectional long short-t...