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A High Precision Quality Inspection System for Steel Bars Based on Machine Vision

机译:基于机器视觉的钢筋高精度质量检测系统

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Steel bars play an important role in modern construction projects and their quality enormously affects the safety of buildings. It is urgent to detect whether steel bars meet the specifications or not. However, the existing manual detection methods are costly, slow and offer poor precision. In order to solve these problems, a high precision quality inspection system for steel bars based on machine vision is developed. We propose two algorithms: the sub-pixel boundary location method (SPBLM) and fast stitch method (FSM). A total of five sensors, including a CMOS, a level sensor, a proximity switch, a voltage sensor, and a current sensor have been used to detect the device conditions and capture image or video. The device could capture abundant and high-definition images and video taken by a uniform and stable smartphone at the construction site. Then data could be processed in real-time on a smartphone. Furthermore, the detection results, including steel bar diameter, spacing, and quantity would be given by a practical APP. The system has a rather high accuracy (as low as 0.04 mm (absolute error) and 0.002% (relative error) of calculating diameter and spacing; zero error in counting numbers of steel bars) when doing inspection tasks, and three parameters can be detected at the same time. None of these features are available in existing systems and the device and method can be widely used to steel bar quality inspection at the construction site.
机译:钢筋在现代建筑项目中起着重要作用,其质量极大地影响了建筑物的安全。紧急检测钢筋是否符合规格。但是,现有的手动检测方法成本高,速度慢并且精度差。为了解决这些问题,开发了基于机器视觉的用于钢筋的高精度质量检查系统。我们提出两种算法:子像素边界定位方法(SPBLM)和快速缝合方法(FSM)。总共使用了五个传感器,包括CMOS,液位传感器,接近开关,电压传感器和电流传感器来检测设备状况并捕获图像或视频。该设备可以捕获均匀,稳定的智能手机在施工现场拍摄的丰富和高清图像和视频。然后可以在智能手机上实时处理数据。此外,检测结果(包括钢筋直径,间距和数量)将由实用的APP给出。该系统在执行检查任务时具有相当高的精度(计算直径和间距的精度低至0.04 mm(绝对误差)和0.002%(相对误差);在计算钢筋数量时误差为零),并且可以检测到三个参数同时。这些功能在现有系统中均不可用,并且该设备和方法可广泛用于施工现场的钢筋质量检查。

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