基于深度学习的自动化建筑施工进度监测,用于预制预制成品体积测量施工
Wei Png Chua1, Chien Chern Cheah1
1School of Electrical & Electronic Engineering, Nanyang Technological University, 50 Nanyang Ave, Singapore 639798, Singapore.
Sensors (Basel, Switzerland)
|November 9, 2024
概括
预制预制体积结构 (PPVC) 的自动视觉监控使用了一种基于窗户的新系统. 这种WAVBCPM方法模仿人类决策,尽管存在视觉数据挑战,但能够准确跟踪施工进展.
科学领域:
- 建设管理建设管理.
- 计算机视觉 计算机视觉
- 建筑信息建模 建筑信息建模
背景情况:
- 预制预制体积结构 (PPVC) 提供了调度和资源管理的好处.
- 为了提高效率,使用视觉数据自动化建设进展监控是理想的.
- 现有的方法在复杂的网站上扎着堵塞和不完整的数据.
研究的目的:
- 为PPVC项目开发一个自动化的视觉建筑施工进度监测系统 (WAVBCPM).
- 为应对建筑工地数据中阻塞和成像限制所带来的挑战.
- 提高施工进度估计的准确性和可靠性.
主要方法:
- 提出了一个新的基于2D窗口的系统 (WAVBCPM),模仿人类监控.
- 该系统使用YOLOv5用于窗口识别和过的检测模块.
- 纠正和进度估计模块处理缺失的数据并完善进度评估.
主要成果:
- WAVBCPM系统有效地处理来自实际建筑工地的视觉数据.
- 它克服了在复杂环境中纯粹基于数据的对象探测器的局限性.
- 实验结果显示,与现有方法相比,进度监测的准确性更高.
结论:
- WAVBCPM提供了一种有效的解决方案,用于自动化PPVC施工进度监测.
- 模仿人类推理可以提高对视觉数据缺陷的稳定性.
- 该系统提供了一种更准确,更可靠的方法来跟踪施工进展.
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