基于3D点云的城市轨道交通直线电机气隙、槽隙测量算法

Air and Slot Gap Measurement Algorithm of Urban Rail Transit Linear Motors Based on 3D Point Clouds

  • 摘要:
    目的 随着城市轨道交通的快速发展,直线电机因其高效、稳定的性能,成为核心驱动设备之一。其中,气隙和槽隙的精确测量对直线电机的运营安全至关重要。然而,目前针对地铁列车底部直线电机气隙和槽隙的测量,主要依赖于传统的人工手段和激光测距。这些方法存在着效率低、成本高且故障定位难的局限性,须研究一种满足城市轨道交通对高精度和高效率测量需求的算法。
    方法 提出了一种基于3D点云的直线电机气隙、槽隙测量算法,以实现实时的故障定位检测需求。该算法通过3D照相机采集了地铁列车底部表面的点云数据,结合去噪和区域分割技术提取了直线电机区域;随后,采用改进的几何算法分别计算出气隙和槽隙上下限位置及数值。
    结果及结论 该算法在实际测量中与检修人员复核的数值误差小于±2.0 mm,能够精确测量气隙和槽隙的上下限并给出位置信息,能够有效满足城市轨道交通设备对精密测量的需求,为直线电机的优化设计与质量控制提供了重要技术支撑。

     

    Abstract:
    Objective With the rapid development of urban rail transit, linear motor has become one of the core driving devices due to its high efficiency and stable performance. Accurate measurement of air and slot gaps is crucial for the operational safety of linear motors. However, current measurements for linear motor air and slot gaps at the bottom of subway vehicles mainly rely on traditional manual methods and laser ranging. These methods have limitations such as low efficiency, high cost, and difficulty in fault localization. It is necessary to study an algorithm that meets urban rail transit demands for high-precision and high-efficiency measurement.
    Method To meet the demands for real-time fault localization and detection, an algorithm based on 3D point clouds for measuring the linear motor air and slot gaps is proposed. This algorithm collects point cloud data from the subway train bottom surface through a 3D camera, then extracts the linear motor region by combining the denoising and region segmentation technologies. Subsequently, an improved geometric algorithm is used to calculate the upper/lower limit positions and values of the air gap and slot gap respectively.
    Result & Conclusion With a less than ±2 mm deviation from maintenance personnel's verified values, this algorithm can precisely measure the upper/lower limits of the air and slot gaps and provide their positional information, and effectively meet the demand for precise measurement in urban rail transit equipment, thereby providing crucial technical support for the optimization design and quality control of linear motors.

     

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