Algorithm and Application of Foundation Displacement Monitoring of Railway Cable Bridges Based on Satellite Observation Data

被引:3
作者
Zhu, Ying [1 ,2 ]
Shuang, Miao [3 ]
Sun, Daqi [1 ,2 ]
Guo, Hui [1 ,2 ]
机构
[1] China Acad Railway Sci Corp Ltd Railway Engn Res I, Beijing 100081, Peoples R China
[2] State Key Lab Track Technol High Speed Railway, Beijing 100081, Peoples R China
[3] Design & Res Inst Co Ltd, State Nucl Elect Power Planning, Beijing 100095, Peoples R China
来源
APPLIED SCIENCES-BASEL | 2023年 / 13卷 / 05期
关键词
GNSS signals; signal denoising; foundation of tower bridge; stationary wavelet transform; BP neural network; EMPIRICAL MODE DECOMPOSITION; MULTIPATH ERROR; GPS;
D O I
10.3390/app13052868
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
In order to realize real time monitoring of foundation displacement of railway cable bridge based on satellite observation system, reasonable data sources of satellite monitoring and data analysis duration are necessary, and the influence of various errors should be eliminated in the process of satellite signal acquisition. In this paper, the validity of foundation settlement monitoring of bridge tower by satellite is verified through accuracy and stability tests. For eliminating the multipath error and random noise of GNSS signal, a new method is presented by combining stationary wavelet transform and empirical mode decomposition in this study. For improving the observation accuracy of the satellite monitoring system, combing the measured data, the GNSS data are corrected by establishing non-linear mapping between the GNSS data and precise leveling data by BP neural network. Based on that, the accuracy of the presented method is verified by the foundation settlement data of a new railway cable bridge tower.
引用
收藏
页数:16
相关论文
共 20 条
  • [1] Asaoka A., 1978, Soils and Foundations, V18, P87, DOI [10.3208/sandf1972.18.4_87, DOI 10.3208/SANDF1972.18.4_87, 10.3208/sandf1972.18.487]
  • [2] A CRITERION FOR SELECTING RELEVANT INTRINSIC MODE FUNCTIONS IN EMPIRICAL MODE DECOMPOSITION
    Ayenu-Prah, Albert
    Attoh-Okine, Nii
    [J]. ADVANCES IN DATA SCIENCE AND ADAPTIVE ANALYSIS, 2010, 2 (01) : 1 - 24
  • [3] A new method to mitigate multipath error in single-frequency GPS receiver with wavelet transform
    Azarbad, M. R.
    Mosavi, M. R.
    [J]. GPS SOLUTIONS, 2014, 18 (02) : 189 - 198
  • [4] EMD-Based signal filtering
    Boudraa, Abdel-Ouahab
    Cexus, Jean-Christophe
    [J]. IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2007, 56 (06) : 2196 - 2202
  • [5] Operational deformations in long-span bridges
    Brownjohn, James M. W.
    Koo, Ki-Young
    Scullion, Andrew
    List, David
    [J]. STRUCTURE AND INFRASTRUCTURE ENGINEERING, 2015, 11 (04) : 556 - 574
  • [6] An integrated GPS-accelerometer data processing technique for structural deformation monitoring
    Chan, W. S.
    Xu, Y. L.
    Ding, X. L.
    Dai, W. J.
    [J]. JOURNAL OF GEODESY, 2006, 80 (12) : 705 - 719
  • [7] A double-differenced cycle slip detection and repair method for GNSS CORS network
    Chen, Dezhong
    Ye, Shirong
    Zhou, Wei
    Liu, Yanyan
    Jiang, Peng
    Tang, Weiming
    Yuan, Bing
    Zhao, Lewen
    [J]. GPS SOLUTIONS, 2016, 20 (03) : 439 - 450
  • [8] Muitipath - Adaptive GPS/INS receiver
    Erickson, JW
    Maybeck, PS
    Raquet, JR
    [J]. IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2005, 41 (02) : 645 - 657
  • [9] The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis
    Huang, NE
    Shen, Z
    Long, SR
    Wu, MLC
    Shih, HH
    Zheng, QN
    Yen, NC
    Tung, CC
    Liu, HH
    [J]. PROCEEDINGS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 1998, 454 (1971): : 903 - 995
  • [10] Kaplan E. D., 2005, Understanding GPS: principles and applications