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Quadratic EKF algorithm enhancements for low cost tightly-coupled AHRS/GPS

机译:用于低成本紧密耦合AHRS / GPS的二次EKF算法增强

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Attitude and heading reference system (AHRS) is a three dimensional measurement package including micro-inertial measurement units (MIMUs) and magnetic sensors, which can accomplish the real-time attitude control of moving bodies. When GPS is added to an AHRS, the combined system becomes a micro inertial sensors based INS/GPS. The whole system, in contrast, can output the position, velocity and attitude information in chosen coordinate frames. The tightly-coupled measurement mode that fuses pseudo_range-pseudo_range rate-heading measurements is proposed and intensively illustrated. Due to the large drifts of MIMUs, the quadratic extended Kalman filter (QEKF) algorithm is introduced substituting for conventional EKF, compensating the quadratic truncation error extracted from parameter linearization according to Taylor expanding theory. The simulation under the same condition indicates that the accuracy of the navigation parameters is highly enhanced, better than the ones obtained from the standard EKF scheme.
机译:姿态和航向参考系统(AHRS)是一个三维测量套件,包括微惯性测量单元(MIMU)和磁传感器,可以完成对移动物体的实时姿态控制。当GPS添加到AHRS时,组合系统成为基于INS / GPS的微惯性传感器。相反,整个系统可以在选定的坐标系中输出位置,速度和姿态信息。提出并集中说明了融合伪距-伪距率航向测量的紧密耦合测量模式。由于MIMU的漂移较大,因此引入了二次扩展卡尔曼滤波器(QEKF)算法来代替传统的EKF,并根据泰勒展开理论补偿了从参数线性化中提取的二次截断误差。在相同条件下的仿真表明,导航参数的准确性大大提高,优于从标准EKF方案获得的导航参数。

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