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Analytical solution for continuous-time Kalman tracking filterswith colored measurement noise in frequency domain

机译:具有频域彩色测量噪声的连续时间卡尔曼跟踪滤波器的解析解

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摘要

New expressions are given for analytical solutions to the steady-state Kalman gains of the two-state exponentially correlated velocity (ECV) and the three-state exponentially correlated acceleration (ECA) tracking filters with position measurements by using spectral factorization method. The measurement colored noise model is characterized by a correlation time 1/λ. The vehicle oscillations such as wind-induced-bending is also considered in the modeling of the system which leads to the most generalized state transition matrix
机译:给出了新的表达式,用于通过频谱分解方法对具有位置测量的二态指数相关速度(ECV)和三态指数相关加速度(ECA)跟踪滤波器的稳态卡尔曼增益进行解析解。测量彩色噪声模型的特征在于相关时间1 /λ。在系统建模中还考虑了诸如风致弯曲之类的车辆振动,这导致了最广义的状态转移矩阵

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