Statistical characterization and attenuation of vibration effect for continuous asphalt pavement survey using ground-penetrating radar

IF 11.5 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Automation in Construction Pub Date : 2025-05-01 Epub Date: 2025-02-22 DOI:10.1016/j.autcon.2025.106057
Siqi Wang, Tao Ma, Weiguang Zhang
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Abstract

The vibrations from the antenna during ground-penetrating radar (GPR) surveys may introduce unwanted frequency components in the radar data, thus producing noise in the predicted dielectric constant values along the survey distance. Existing statistical methods for vibration effect attenuation require multiple inputs, which is not feasible for real-time processing. This paper characterized the vibration effect and proposed a real-time statistical method for vibration effect attenuation during continuous GPR surveys. Time and frequency domain features were investigated on the dielectric constant values along the survey distance. Results show that the vibration noise is Gaussian-distributed. Window-based-smoothing methods were proposed to remove the vibration effect. The mean prediction error at the highest operating speed (40 km/h) drops from 11.8 % to 2.4 %. The recommended Gaussian fitting window does not require customized input parameters. The processing time is within seconds, which allows real-time and automatic attenuation of the vibration effect.
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探地雷达连续沥青路面测量振动效应的统计表征与衰减
在探地雷达(GPR)测量期间,天线的振动可能会在雷达数据中引入不需要的频率分量,从而在沿测量距离的预测介电常数值中产生噪声。现有的振动效应衰减统计方法需要多个输入,难以实现实时处理。本文对连续探地雷达测量过程中的振动效应进行了表征,提出了一种实时统计方法来衰减连续探地雷达测量过程中的振动效应。研究了介电常数随测量距离变化的时域和频域特征。结果表明,振动噪声呈高斯分布。提出了基于窗口的平滑方法来消除振动影响。在最高运行速度(40 km/h)下,平均预测误差从11.8%下降到2.4%。推荐的高斯拟合窗口不需要自定义输入参数。处理时间在几秒内,可以实时自动衰减振动效果。
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来源期刊
Automation in Construction
Automation in Construction 工程技术-工程:土木
CiteScore
19.20
自引率
16.50%
发文量
563
审稿时长
8.5 months
期刊介绍: Automation in Construction is an international journal that focuses on publishing original research papers related to the use of Information Technologies in various aspects of the construction industry. The journal covers topics such as design, engineering, construction technologies, and the maintenance and management of constructed facilities. The scope of Automation in Construction is extensive and covers all stages of the construction life cycle. This includes initial planning and design, construction of the facility, operation and maintenance, as well as the eventual dismantling and recycling of buildings and engineering structures.
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