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Transponder-based microrover navigation

机译:基于应答器的微型漫游器导航

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Abstract: A novel Kalman filter-based scheme utilizing the output of RF transponders is proposed to estimate the navigational states of a Mars microrover. The novelty of the scheme stems from (a) the use of pseudo-measurements that are a nonlinear function of range measurements such that the measurement model is linear and the resulting Kalman filter globally convergent, (b) the measurements of the sums and the differences in the ranges so as to reduce the sensitivity to the measurement noise and (c) optimization of RF element locations to ensure that the state estimation error is minimized resulting in the estimation accuracy being linear in the true states. Both bias and random errors are considered to account for the error sources such as sensor bias, faults, multi-path, and sensor noise.!10
机译:摘要:提出了一种新的基于卡尔曼滤波器的方案,该方案利用射频应答器的输出来估计火星微车的导航状态。该方案的新颖性源于(a)使用伪距测量,伪距测量是范围测量的非线性函数,因此测量模型是线性的,并且所得的卡尔曼滤波器在全局上收敛;(b)测量总和和差分在该范围内,以减小对测量噪声的敏感性,以及(c)RF元件位置的优化,以确保最小化状态估计误差,从而导致在真实状态下估计精度是线性的。偏置和随机误差都被认为是造成误差源的原因,例如传感器偏置,故障,多路径和传感器噪声。!10

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