摘要
搭载的低成本微机电系统惯性测量单元(micro-electro-mechanical system-inertial measurement unit, MEMS-IMU)的实时动态载波相位差分(real time kinematic, RTK)接收机的初始对准是一个关键的技术问题,也是目前惯导RTK的一个挑战。针对这个问题,提出一种基于梯度下降的惯导RTK初始对准方法,将多矢量定姿与梯度下降相融合,有效地提高了多矢量定姿的精度。通过仿真实验和现场实验验证改进算法的有效性。试验结果表明:在不使用任何附加传感器(如磁力计)的情况下,使用低成本MEMS-IMU,仅需2~3 s,就可以在91%的置信度下,对中杆倾斜40°范围内RTK的测量精度达到2.5 cm,该算法的精度和收敛速度都能很好地满足惯导RTK应用的要求。
The initial alignment of the real time kinematic(RTK)receiver onboard a low-cost micro-electro-mechanical system-inertial measurement unit(MEMS-IMU)is a key technical issue and a challenge for current inertial RTK.Aiming at this problem,an initial alignment method was proposed for inertial navigation RTK based on gradient descent,which combined multi-vector attitude determination with gradient descent,which effectively improved the accuracy of multi-vector attitude determination.The effectiveness of the improved algorithm was verified by simulation experiments and field experiments.The experimental results show that without using any additional sensors(such as magnetometers),using a low-cost MEMS-IMU,it takes only 2 to 3 s to tilt the centering rod within 40°with 91%confidence.The measurement accuracy of RTK reaches 2.5 cm,and the accuracy and convergence speed of the algorithm can well meet the requirements of inertial navigation RTK applications.
作者
李灏杨
唐诗华
刘坤之
吕富强
LI Hao-yang;TANG Shi-hua;LIU Kun-zhi;LÜFu-qiang(College of Geomatics and Geoinformation,Guilin University of Technology,Guilin 541006,China;Guangxi Key Laboratory of Spatial Information and Geomatics,Guilin 541006,China)
出处
《科学技术与工程》
北大核心
2023年第28期11972-11979,共8页
Science Technology and Engineering
基金
国家自然科学基金(41864002)
广西自然科学基金(2018GXNSFAA281279)。