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Gyro Denoising and Fusion Quaternion Attitude Estimation Based on Improved Least Squares

机译:基于改进最小二乘的陀螺去噪与融合四元数姿态估计

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Attitude estimation can obtain the three-dimensional attitude information of the carrier, so it has its unique importance in navigation and positioning. In order to effectively improve the accuracy of pose estimation, the article mainly does two parts of work. First, the gyroscope is denoised using an improved least squares method to make the gyroscope output more accurate and smoother. Then use a quaternion filtering structure that combines an accelerometer with a gyroscope to improve attitude accuracy. Finally, the paper designs two parts of the experiment, which verify the noise reduction performance of the gyroscope and the accuracy of the attitude estimation. It can be seen from the experimental results that the method described in this paper can effectively reduce the influence of the constant drift of the gyroscope on the attitude estimation, making the attitude estimation convergence faster and the solution accuracy higher.
机译:姿态估计可以获取载体的三维姿态信息,因此在导航和定位中具有其独特的重要性。为了有效地提高姿态估计的准确性,本文主要做两部分工作。首先,使用改进的最小二乘法对陀螺仪进行去噪,以使陀螺仪的输出更准确,更平滑。然后使用将加速计和陀螺仪结合在一起的四元数滤波结构来提高姿态精度。最后,本文设计了实验的两个部分,分别验证了陀螺仪的降噪性能和姿态估计的准确性。从实验结果可以看出,本文所描述的方法可以有效地减小陀螺仪的恒定漂移对姿态估计的影响,使姿态估计收敛更快,求解精度更高。

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