船舶轴系对接系统运动学标定算法

Research on geometric error parameter identification of ship shafting docking system

  • 摘要: 【目的】旨在辨识出船舶轴系对接系统各项误差参数,定量修正运动学模型以降低轴段调整位姿残差,建立船舶轴系对接系统运动学标定算法。【方法】首先,基于矢量法建立系统的空间闭环矢量方程,并对其进行微分与线性化处理得到误差源-位姿偏差的映射模型。其次,针对误差模型的可辨识性问题,基于贝叶斯推理方法估计模型可辨识区间。最后,采用改进的Levenberg-Marquardt算法进行参数辨识与模型修正,通过位姿残差的收敛状态优化算法迭代步长。【结果】仿真结果表明,误差参数辨识的平均精度达90.33%,将其用于运动学模型修正后,Y、Z方向位置误差分别平均减小80.55%和59.7%, 角度误差平均减小72.4%, 角度误差保持稳定。【结论】经标定后,轴段的位姿残差有效降低,误差参数辨识精度较高,验证了所建立误差模型的准确性与辨识算法的有效性,能为实际环境下的定位补偿提供参考依据。

     

    Abstract: Objectives Addressing the issue of the attitude adjustment effect of the shafting docking system being affected by multiple error sources, a mapping model between error sources and attitude adjustment errors is established to identify the geometric error parameters of the system Methods Based on the vector method, a spatial closed-loop vector chain for each component of the system is established, and differential processing is applied to obtain the error model. An improved Levenberg-Marquardt algorithm is used to identify geometric error parameters. To verify the accuracy of the model and identification algorithm, the system's geometric error is simulated in a preset actual measurement configuration. The geometric error parameters are identified through the established error model and calibration algorithm, and the identification results are used to correct the kinematic model. Finally, the identification accuracy and the mean value of pose residuals are used as verification indicators.. Results The simulation results show that the average identification accuracy of the error parameters is 90.33%. After model correction, the Y-direction position error is reduced by an average of 80.55%, the Z-direction position error is reduced by an average of 59.7%, and the angle error is reduced by 72.4%. The angle error remains stable..Conclusions The established error model and identification algorithm are accurate and effective.

     

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