在盾牌地铁道上对多个表面缺陷的自动检测和关联分析
Ziren Yin1, Zhanzhan Lei2,3,4, Ao Zheng2,3,4
1College of Urban Transportation and Logistics, Shenzhen Technology University, Shenzhen 515118, China.
Sensors (Basel, Switzerland)
|August 26, 2023
概括
道检查车辆检测地表缺陷,如地铁道中的水泄漏,脱位和分裂. 协会规则显示,脱位和分离往往导致水泄漏,有助于维护和安全.
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
- 结构健康监测 结构健康监测
背景情况:
- 盾牌地铁道的表面缺陷严重影响结构完整性和运行安全.
- 有效检测多个缺陷对于及时维护和降低风险至关重要.
研究的目的:
- 在盾牌地铁道中检测和识别各种表面缺陷.
- 用关联规则挖矿来探索这些缺陷的根本原因.
主要方法:
- 使用了一辆装有移动激光扫描技术的道检查车 (TIT).
- 应用了改进的阿普里奥里算法来计算不同道缺陷之间的关联规则.
主要成果:
- 识别的缺陷包括水泄漏,脱位,裂变和横截面变形.
- 在缺陷之间发现了关联规则的显著差异.
- 规则"位移和裂变 → 漏水"显示高可靠性 (57.78%),表明这些缺陷通常先于漏水.
结论:
- 协会规则分析有效地预测了水泄漏等关键缺陷.
- 这些发现支持优化盾牌地铁道的建设和维护策略.
- 了解缺陷相关性可以提高结构可靠性和运行安全性.
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