Research on Technologies for Operation and Maintenance of 800 kV Direct Current Transmission Lines Based on Deep Learning
With the rapid development of ultra-high voltage direct current transmission technology,the operation and maintenance of 800 kV direct current transmission lines are facing great challenges.Therefore,this paper proposes a technical scheme for operation and maintenance of 800 kV direct current transmission lines based on deep learning.Through multi-dimensional and high-precision data acquisition,the line state information is obtained.On this basis,a hybrid deep learning model combining Convolutional Neural Network(CNN)and Long Short-Term Memory(LSTM)network is constructed to realize efficient and accurate fault diagnosis.Combined with intelligent maintenance planning strategy,optimize maintenance resource allocation and task scheduling.This study provides a new technical path for intelligent operation and maintenance of ultra-high voltage direct current transmission lines.
deep learning800 kV direct current power transmissionoperation and maintenance
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