数字孪生铁路地理地质知识库分布式管理方法OA
Distributed Management Method for Geographic and Geological Knowledge Base for Railway Digital Twin
高效的铁路工程地理地质知识服务是支撑数字孪生铁路多尺度多专业智能应用的重要基础.为提高数字孪生铁路"区域-工程-施工面"多尺度应用中的查询检索完整性和协同耦合分析能力,构建地理地质知识动态分布的元网络模型,设计以铁路多专业用户、业务部门、知识关联关系、多尺度应用场景为节点,设计知识库分布网络体系;实现分布优化的元网络打击算法,基于度中心度指标计算节点重要性,通过扰动分布关系网络分析分布影响力,计算节点的影响范围并得到知识库的分布优化结构;以某铁路特大桥工程的数字孪生铁路知识库管理及应用为实验场景,采用本文方法对已有知识库分布结构进行优化.实验结果表明,在处理工程尺度和区域尺度的知识检索任务时,分布优化方法提高了查询检索结果的数量,缩短了查询检索时间,并提高了结果的匹配度.
Efficient geographic and geological knowledge services for railway engineering form a crucial foundation for supporting the multi-scale and multi-disciplinary intelligent applications of digital twin technology in railways.To improve the completeness of query results and enhance the capability for integrated analysis across the multi-scale"region-engineering project-construction site"applications of railway digital twins,a meta-network model for the dynamic distribution of geographic and geological knowledge was proposed.This model was designed as a distributed knowledge base network system,with railway agents,business departments,knowledge relationships,and multi-scale application scenarios as key nodes.A meta-network disruption algorithm for distribution optimization was implemented,with node importance assessed using degree centrality indicators.By analyzing the distribution influence through network perturbation,the influence range of nodes was calculated,obtaining the optimized distribution structure of the knowledge base.To validate this approach,it was applied to optimize the distribution of the knowledge base within the knowledge base management and application scenario for railway digital twins of a major railway bridge project.Experimental results show that,when processing knowledge retrieval tasks at the engineering and regional scales,the distribution optimization method increases the number of query results with reduced retrieval time and enhanced result matching accuracy.
朱庆;赵元祯;郭永欣;丁雨淋;王强;潘岩;陈俊桦;张利国
西南交通大学地球科学与环境工程学院,四川 成都 611756西南交通大学地球科学与环境工程学院,四川 成都 611756||四川省第三测绘工程院,四川 成都 730070西南交通大学地球科学与环境工程学院,四川 成都 611756西南交通大学地球科学与环境工程学院,四川 成都 611756西南交通大学地球科学与环境工程学院,四川 成都 611756||兰州交通大学测绘与地理信息学院,甘肃 兰州 730070西南交通大学地球科学与环境工程学院,四川 成都 611756西南交通大学地球科学与环境工程学院,四川 成都 611756西南交通大学地球科学与环境工程学院,四川 成都 611756
天文与地球科学
数字孪生铁路地理地质知识库分布式管理元网络分析
railway digital twingeographic and geological knowledge basedistributed managementmeta-network analysis
《西南交通大学学报》 2026 (1)
1-10,10
国家重点研发计划(2022YFB3904103)重点研发支撑计划(2022YF0800001GX)
评论