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基于数字孪生的动车组运维技术综述与展望

李学峰 张惟皎 阳劲松 李国政 王忠凯 崔言杰

中国铁道科学2025,Vol.46Issue(2):154-171,18.
中国铁道科学2025,Vol.46Issue(2):154-171,18.DOI:10.3969/j.issn.1001-4632.2025.02.14

基于数字孪生的动车组运维技术综述与展望

Review and Prospect of EMUs Operation and Maintenance Technology Based on Digital Twins

李学峰 1张惟皎 2阳劲松 3李国政 4王忠凯 2崔言杰2

作者信息

  • 1. 中国铁道科学研究院集团有限公司,北京 100081
  • 2. 中国铁道科学研究院集团有限公司 电子计算技术研究所,北京 100081
  • 3. 中南大学 交通运输工程学院,长沙 410083
  • 4. 北京理工大学 计算机学院,北京 100081
  • 折叠

摘要

Abstract

In response to the operation and maintenance requirements of China's high-speed Electric Multiple Units(EMUs),the application methods and implementation pathways of digital twin technology in EMU operation and maintenance are explored.A digital twin technology based EMU operation and maintenance framework is proposed,focusing on addressing key technical challenges including data fusion analysis,digital twin model construction,operation and maintenance decision optimization,and inspection-operation interaction.In the data fusion analysis aspect,precise identification of fault characteristics is achieved through multi-source heterogeneous data integration and deep mining.For digital twin modeling construction,a five-dimensional operational maintenance-oriented digital twin model is constructed,incorporating lightweight technology to ensure accuracy and real-time performance of the model.Regarding operation and maintenance decision optimization,methods such as feature vector extraction,fault prediction,and condition assessment are employed to establish a multi-objective optimization-based maintenance decision mechanism.In the inspection-operation interaction aspect,the application of virtual environment construction,visual enhancement,and immersive interaction technologies enhances the intelligence level of maintenance operations.The study demonstrates that implementing digital twin technology in EMUs operation and maintenance not only improves system safety and cost-effectiveness,but also facilitates the transformation from traditional experience-based maintenance models to intelligent and refined operational paradigms.Future related study will continue to address technical integration challenges to achieve comprehensive implementation of this technology in EMUs operation and maintenance practices.

关键词

高速动车组/数字孪生/精准运维/技术集成/智能化/综述

Key words

High-speed railway EMUs/Digital twins/Precision operation and maintenance/Technical integration/Intelligence/Review

分类

交通工程

引用本文复制引用

李学峰,张惟皎,阳劲松,李国政,王忠凯,崔言杰..基于数字孪生的动车组运维技术综述与展望[J].中国铁道科学,2025,46(2):154-171,18.

基金项目

国家自然科学基金资助项目(U2268205) (U2268205)

中国铁道科学

OA北大核心

1001-4632

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