BDS/GPS deformation analysis of a long-span cable-stayed bridge based on colored noise filtering

IF 2.8 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS Geodesy and Geodynamics Pub Date : 2023-03-01 DOI:10.1016/j.geog.2022.08.005
Jun Ma
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引用次数: 4

Abstract

Combining GPS and BDS technology to monitor the deformation of long-span railway bridges with stricter deformation control requirements is of significance to the safety and control of the bridge and the safety of railway traffic. Previous studies have ignored the influence of coloured noise in the deformation time series. This is not conducive to accurate deformation analysis of long-span railway bridges. Therefore, GPS, BDS and GPS/BDS monitoring data of Ganjiang Bridge located in Ganzhou city, Jiangxi Province, China are adopted in this paper to filter the coloured noise in the deformation time series by principal component analysis (PCA), and the influence of coloured noise on the deformation analysis results of railway bridge is analysed. The experimental results show that the diurnal temperature difference causes the mid-span and the tower of the railway cable-stayed bridge to deform with a period of about one day in the vertical and longitudinal directions, respectively. Ignoring colored noise will make the uncertainty of the deformation parameter estimation overly optimistic. PCA can significantly reduce the coloured noise, and thus reduce the uncertainty of deformation parameter estimation by about 73%. Moreover, the average difference between the daily periodic motion amplitudes of the monitoring points obtained by using GPS and BDS deformation time series is 1.65 mm. The use of GPS/BDS deformation time series is not only helpful to reduce the influence of coloured noise, but also can reduce the difference between amplitude analysis results obtained from GPS and BDS deformation time series.

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基于彩色噪声滤波的大跨度斜拉桥BDS/GPS变形分析
结合GPS和BDS技术对变形控制要求较严格的大跨度铁路桥梁进行变形监测,对桥梁的安全控制和铁路交通安全具有重要意义。以往的研究忽略了变形时间序列中有色噪声的影响。这不利于对大跨度铁路桥梁进行准确的变形分析。因此,本文采用中国江西省赣州市赣江大桥的GPS、BDS和GPS/BDS监测数据,通过主成分分析(PCA)对变形时间序列中的有色噪声进行滤波,分析有色噪声对铁路桥梁变形分析结果的影响。试验结果表明:日温差对铁路斜拉桥跨中和塔架的纵向变形周期分别为1 d左右;忽略有色噪声会使变形参数估计的不确定性过于乐观。主成分分析可以显著降低有色噪声,从而使变形参数估计的不确定性降低约73%。利用GPS和BDS变形时间序列获得的监测点日周期运动幅值的平均差值为1.65 mm。利用GPS/BDS变形时间序列不仅有助于减少彩色噪声的影响,而且可以减小GPS和BDS变形时间序列振幅分析结果的差异。
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来源期刊
Geodesy and Geodynamics
Geodesy and Geodynamics GEOCHEMISTRY & GEOPHYSICS-
CiteScore
4.40
自引率
4.20%
发文量
566
审稿时长
69 days
期刊介绍: Geodesy and Geodynamics launched in October, 2010, and is a bimonthly publication. It is sponsored jointly by Institute of Seismology, China Earthquake Administration, Science Press, and another six agencies. It is an international journal with a Chinese heart. Geodesy and Geodynamics is committed to the publication of quality scientific papers in English in the fields of geodesy and geodynamics from authors around the world. Its aim is to promote a combination between Geodesy and Geodynamics, deepen the application of Geodesy in the field of Geoscience and quicken worldwide fellows'' understanding on scientific research activity in China. It mainly publishes newest research achievements in the field of Geodesy, Geodynamics, Science of Disaster and so on. Aims and Scope: new theories and methods of geodesy; new results of monitoring and studying crustal movement and deformation by using geodetic theories and methods; new ways and achievements in earthquake-prediction investigation by using geodetic theories and methods; new results of crustal movement and deformation studies by using other geologic, hydrological, and geophysical theories and methods; new results of satellite gravity measurements; new development and results of space-to-ground observation technology.
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