BIM技术与神经网络模型在地铁隧道设计中的应用分析

Application Analysis of BIM Technology and Neural Network Models in Subway Tunnel Design

文章对BIM技术与神经网络模型在地铁隧道设计中的应用进行分析和探讨,结果表明BIM技术能够实现对地铁隧道全生命周期的数字化管理,包括设计、施工、运营等各个阶段。文章通过BIM技术,设计人员可以实时协作、模拟设计方案,减少设计变更和冲突,提高设计效率。在地铁隧道的设计中,可基于地铁隧道参数、施工工艺及方法、结构安全监测数据等训练神经网络模型,以提高设计效率、优化施工过程和确保结构安全。BIM技术与神经网络的结合可为地铁隧道的现代化和智能化发展提供创新的解决方案,具有广阔的发展前景。

This paper analyzes and discusses the application of BIM technology and neural network models in subway tunnel design.The results indicate that BIM technology enables digital management throughout the lifecycle of subway tunnels,including design,construction,and operation stages.Through BIM technology,designers can collaborate in real-time,simulate design scenarios,reduce design changes and conflicts,and improve design efficiency.In subway tunnel design,neural network models can be trained based on subway tunnel parameters,construction techniques and methods,structural safety monitoring data,etc.,to enhance design efficiency,optimize construction processes,and ensure structural safety.The combination of BIM technology and neural networks provides innovative solutions for the modernization and intelligence development of subway tunnels,with promising prospects for development.