一种多层融合处理的GPR B-Scan双曲线提取方法
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1.广东电网河源紫金供电局有限责任公司 广东 河源 517400;2.武汉大学电气与自动化学院 湖北 武汉 430072

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TP571


GPR B-Scan Hyperbola Extraction Based on Multi-layer Fusion Processing
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1. Guangdong Power Grid Heyuan Zijin Power Supply Bureau Co., Ltd.,Heyuan 517400, China; 2. School of Electrical Engineering and Automation, Wuhan University, Wuhan 430072, China

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    摘要:

    针对探地雷达B扫描(GPR B-Scan)图中双曲线特征自动提取、不规则曲线消除和不完整双曲线拟合等问题,设计了一种多层融合处理的GPR B-Scan图像双曲线提取模型。首先,预处理层采用OTSU阈值分割算法和形态腐蚀方法预处理图像,然后通过聚类层连接聚类算法完成双曲线特征自动提取,消除不规则曲线,最后双曲线拟合层采用鲁棒正交距离拟合算法,简化双曲线拟合过程。最后本文先搭建了GprMaxs平台仿真实验,平均拟合正确率达到了97.64%,接着进行了混凝土和潮湿土两个实际工况中真实GPR B-Scan图数据实验验证,平均拟合正确率达到92%以上。结果表明文中设计模型的有效性和正确性,为后续的应用推广奠定基础。

    Abstract:

    In order to solve the problems of automatic hyperbolic feature extraction, irregular curve elimination and incomplete hyperbola fitting in the ground penetrating radar B-scan (GPR B-Scan) image, a multi-layer fusion processing GPR B-Scan image double Curve extraction model. First, the preprocessing layer uses the OTSU threshold segmentation algorithm and the morphological corrosion method to preprocess the image, and then through the clustering layer connection clustering algorithm to complete the automatic extraction of hyperbolic features to eliminate irregular curves, and finally the hyperbolic fitting layer uses robust orthogonal The distance fitting algorithm simplifies the hyperbolic fitting process. Finally, this paper first built the GprMaxs platform simulation experiment, the average fitting accuracy rate reached 97.64%, and then carried out the actual GPR B-Scan data experimental verification in the two actual working conditions of concrete and wet soil, the average fitting accuracy rate reached 92 %the above. The results show the validity and correctness of the design model in the article, which lays the foundation for subsequent application and promotion.

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蓝雄光,赖舷,周东国,吴阳杰,孙新宇,叶杭.一种多层融合处理的GPR B-Scan双曲线提取方法[J].电子测量技术,2021,44(13):97-103

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  • 在线发布日期: 2024-09-05
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