马越原, 杨元喜, 曾安敏, 许扬胤. 顾及偏移参数先验信息的海底控制点贝叶斯估计模型[J]. 武汉大学学报 ( 信息科学版), 2023, 48(9): 1465-1472. DOI: 10.13203/j.whugis20200662
引用本文: 马越原, 杨元喜, 曾安敏, 许扬胤. 顾及偏移参数先验信息的海底控制点贝叶斯估计模型[J]. 武汉大学学报 ( 信息科学版), 2023, 48(9): 1465-1472. DOI: 10.13203/j.whugis20200662
MA Yueyuan, YANG Yuanxi, ZENG Anmin, XU Yangyin. Bayesian Estimation Model for Seafloor Geodetic Positioning Based on Prior Information of Offset Parameters[J]. Geomatics and Information Science of Wuhan University, 2023, 48(9): 1465-1472. DOI: 10.13203/j.whugis20200662
Citation: MA Yueyuan, YANG Yuanxi, ZENG Anmin, XU Yangyin. Bayesian Estimation Model for Seafloor Geodetic Positioning Based on Prior Information of Offset Parameters[J]. Geomatics and Information Science of Wuhan University, 2023, 48(9): 1465-1472. DOI: 10.13203/j.whugis20200662

顾及偏移参数先验信息的海底控制点贝叶斯估计模型

Bayesian Estimation Model for Seafloor Geodetic Positioning Based on Prior Information of Offset Parameters

  • 摘要: 在全球导航卫星系统(global navigation satellite system, GNSS)/声学定位系统中,声学换能器的位置由GNSS接收机天线位置通过偏移参数和姿态观测信息计算得到,偏移参数的测量误差必然会影响声学换能器的位置, 从而影响海底控制点的定位精度。若不考虑偏移参数的先验信息,直接将其作为未知数与海底控制点坐标一起解算,可能会因参数之间强相关而出现观测方程病态的问题,导致解算结果不可靠。首先给出了GNSS/A定位的一种顾及偏移参数的贝叶斯估计模型,分析了偏移参数误差对定位结果的影响; 其次推导了位置参数和偏移参数之间的相关性,从理论上阐述了观测方程产生病态的原因,进而构建了一种顾及偏移参数先验信息的贝叶斯估计模型。算例结果表明,该模型可以解决参数之间因强相关而引起的观测方程病态问题,能有效提高海底控制点三维坐标和偏移参数的解算精度。

     

    Abstract:
    Objectives In the global navigation satellite system(GNSS)/acoustic positioning system, the transducer position needs to be obtained by rotating the GNSS(global navigation satellite system)receiver position through the offset parameter and attitude observation information. The measurement error of the offset parameter will inevitably affect the position of the transducer and thus the positioning accuracy of the seafloor control point. If the offset parameter is taken as unknown to be solved together with the seafloor control point coordinates without considering the priori information of the offset parameters, the problem of unreliable results of the observation equation due to the strong correlation between the parameters.
    Methods First, a Bayesian estimation model of GNSS-A was proposed, the influence of offset parameter error on positioning results is analyzed. Second, we derive the correlation between the position parameters and the offset parameters, explain the reasons for the ill-posed observation equation theoretically, and then a Bayesian estimation model based on prior information of offset parameters is established.
    Results and Conclusions The result shows that the model can improve the equation's ill-posed problem caused by the strong correlation between the parameters, and can effectively improve the accuracy of the three-dimensional coordinates and offset parameters of the seafloor control points.

     

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