一种在寒冷地区描述和分析混凝土水结构行为的方法
Xiao Fu1,2, Maomei Wang3, Gang Zhao4
1Jiangsu Hydraulic Research Institute, Nanjing, 210017, Jiangsu, China. fuxiaohhu@163.com.
Scientific reports
|December 19, 2025
概括
本研究介绍了分析混凝土大监测数据的先进方法,改善了在寒冷地区的结构行为特征. 它通过识别风险和减少故障潜力来提高水安全性.
科学领域:
- 土木工程 土木工程是指土木工程.
- 地质技术工程 地质技术工程
- 数据科学数据科学数据科学
背景情况:
- 混凝土水面临着严重错误和监测序列中缺少数据的挑战.
- 传统的结构行为模型需要改进,以考虑到寒冷地区的环境因素.
研究的目的:
- 开发一个强大的特征模型,用于在寒冷地区的混凝土大结构行为.
- 量化分析环境因素对水性能的影响.
- 改善水运行状态的理解和风险评估.
主要方法:
- 变量模式分解 (VMD) 用于有效地从监测数据中提取信息.
- 门式循环单元 (GRU) 深度学习算法用于数据分析.
- 引入空间坐标变量以建模测量相关性.
- 探索冷波,融和冬季层效应的表达模式.
主要成果:
- 成功地从杂的监控序列中提取有效的信息.
- 开发了一种包含环境因素和空间相关性的新型表征模型.
- 能够对影响混凝土水行为因素进行定量分析.
- 提供了对寒冷环境中的水运行状态的全面了解.
结论:
- 提出的方法有效地描述了在寒冷地区的混凝土大结构行为.
- 该模型有助于识别隐藏的危险,并进行风险评估.
- 这项研究有助于通过改进监测和分析来减少水故障的风险.
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