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Evaluation of pavement surface drainage using an automated image acquisition and processing system

机译:使用自动图像采集和处理系统评估路面排水

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AbstractNetwork level evaluation of pavement surface drainage plays a crucial role in the improvement of pavement safety and reducing accident rates. Hydroplaning, as the main considered cause of accidents in wet weather conditions, is a consequence of the low quality draining in the pavement surface. Since no automated system currently exists for the pavement drainage evaluation, this work was conducted to present a new system to assess the quality of the surface drainage process. To this end, an innovative device is presented to simulate the saturation condition of the pavement surface and acquire photos from the drainage process of the pavement surface after saturation. Next, an image processing method was applied to produce proper indices for drainage quality assessment. The preprocessing and enhancement of images was performed using shearlet transform. The rate of surface drainage progress was evaluated by three indices extracted from the images. Finally, pavements were classified into three categories according to the indices extracted for their surface drainage. The validation of the proposed method by the confusion matrix shows the high performance of the system in simulation and assessment of surface drainage of the road pavements.Graphical abstractThe structure of evaluation of pavement surface drainage using an automated image acquisition and image processing system.Display OmittedHighlightsA new system to automate the evaluation of pavement surface drainage is presented.An image acquisition and image processing system is applied to automate the interpretation.Shearlet transform is used for preprocessing and enhancement of images.Comparisons are presented to demonstration the performance of system.
机译: 摘要 在路面层面排水的网络水平评估在改善路面安全和降低事故率方面起着至关重要的作用。滑水是潮湿天气条件下事故的主要原因,是路面质量低下的结果。由于目前没有用于路面排水评估的自动化系统,因此进行了这项工作,以提出一种新的系统来评估地面排水过程的质量。为此,提出了一种创新的装置来模拟人行道表面的饱和状态,并在饱和后从人行道的排水过程中获取照片。接下来,应用图像处理方法来产生用于排水质量评估的适当指标。图像的预处理和增强使用剪切波变换进行。通过从图像中提取的三个指标来评估地表排水进度。最后,根据路面排水的指标将路面分为三类。混淆矩阵对所提方法的验证表明,该系统在模拟和评估路面路面排水方面具有较高的性能。 图形摘要 使用自动图像采集和图像处理系统评估路面排水的结构。 省略显示 突出显示 提出了一种自动评估路面排水的新系统。 应用了图像采集和图像处理系统自动化解释。 Shearlet变换用于图像的预处理和增强。 进行了比较以演示系统的性能。

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