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Method for computing an error bound of a Kalman filter based GNSS position solution
Method for computing an error bound of a Kalman filter based GNSS position solution
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机译:基于卡尔曼滤波器的GNSS位置解误差界的计算方法
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摘要
The invention relates to a method for computing a bound B up to a given confidence level 1-±, of an error in a state vector estimation KSV of a state vector TSV of a physical system as provided by a Kalman filter. The method decomposes the errors of the Kalman solution as a sum of the errors due to each of the measurement types used in the filter. In addition, the contribution of each type of measurement is bounded by a multivariate t-distribution that considers the error terms from all the epochs processed. Then, the method implements three main operations: - computing a probability distribution of the measurement errors for each epoch and measurement type; - summing the previous distributions to obtain a global distribution that models the Kalman solution error; and - computing the error bound B for a given confidence level from the resulting distribution.
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