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Comparison of attitude determination methodologies with low cost inertial measurement unit for autonomous aerial vehicle

机译:基于低成本惯性测量装置的姿态确定方法的比较

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Three attitude determination algorithms are compared in this paper. The three methods are the complementary filter, a quaternion-based Kalman filter and a quaternion-based gradient decent algorithm. To investigate and compare their performance, experiments were conducted and the results analysed. This paper shows that the complementary filter requires the least computational power; quaternion based gradient decent algorithm has the best noise filtering ability; quaternion based gradient algorithm has the highest accuracy. Since each algorithm makes use of the quaternion, the quaternion to Euler angle singularity property must be investigated. Experiments conducted show that when Y-rotation approach the singularity position (±90°), the X-rotation drifts away from the reference input. This paper proposes the use of a set of imaginary input which replaces the original input during Y-rotation approaching the singularity position.
机译:在本文中比较了三种姿态测定算法。 这三种方法是互补滤波器,基于四元轴的卡尔曼滤波器和基于四元数的梯度体积算法。 调查和比较它们的性能,进行实验并分析结果。 本文表明,互补滤波器需要最少的计算能力; 基于四元数的梯度体面算法具有最佳的噪声滤波能力; 基于四元数的梯度算法具有最高的精度。 由于每种算法利用四元素,因此必须调查对欧拉角奇异性的四元度。 进行实验表明,当Y转旋转接近奇点位置时(&#00b1; 90°),X旋转远离参考输入。 本文提出了一组虚拟输入,该文件替换在互相置位的Y转旋转期间替换原始输入。

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