A text mining-based approach for comprehensive understanding of Chinese railway operational equipment failure reports

A text mining-based approach for comprehensive understanding of Chinese railway operational equipment failure reports

Abstract Railway operational equipment is crucial for ensuring the safe, smooth, and efficient operation of trains. Comprehensive analysis and mining of historical railway operational equipment failure (ROEF) reports are of significant importance for improving railway safety. Currently, significant...

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Bibliographic Details
Main Authors: Xiaorui Yang, Honghui Li, Yi Xu, Nahao Shen, Ruiyi He
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Text mining
Railway operational equipment failure
BERT
BiLSTM
CRF
Knowledge graph
Online Access:https://doi.org/10.1038/s41598-025-11622-6
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https://doi.org/10.1038/s41598-025-11622-6

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