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An improved method to integrate low-cost sensors for the navigation of small UAVs

机译:集成低成本传感器用于小型无人机导航的改进方法

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According to the specific application of small low-cost UAVs (Unmanned Air Vehicles), an improved method integrating MEMS gyro, MEMS accelerometer and magnetometers is proposed. Firstly, according to the sensory measurements, navigation information including two sets of Euler angles and the triad of velocity can be acquired. Subsequently, a simplified state space equation without modeling the body angular motion is established and a standard linear observation model is derived to avoid the nonlinear problems. A Correlated Extended Kalman Filter (CEKF) is adopted to improve the performance. Finally, the proposed method is verified using data collected from a flight test. The results show that the proposed method has significantly improved the performance of this integrated system.
机译:针对小型低成本无人机的具体应用,提出了一种将MEMS陀螺仪,MEMS加速度计和磁力计相结合的改进方法。首先,根据感官测量,可以获得包括两组欧拉角和速度三重轴的导航信息。随后,建立了无需建模体角运动的简化状态空间方程,并推导了标准的线性观测模型以避免非线性问题。采用相关扩展卡尔曼滤波器(CEKF)来改善性能。最后,使用从飞行测试中收集的数据验证了所提出的方法。结果表明,该方法大大提高了该集成系统的性能。

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