Systems and methods for reduced-outlier satellite positioning
A method for reduced-outlier satellite positioning includes receiving a set of satellite positioning observations at a receiver; generating a first receiver position estimate; generating a set of posterior observation residual values from the set of satellite positioning observations and the first receiver position estimate; based on the set of posterior observation residual values, identifying a subset of the satellite positioning observations as statistical outliers; and after mitigating an effect of the statistical outliers, generating a second receiver position estimate having higher accuracy than the first receiver position estimate.
1. A method for reduced-outlier satellite positioning of a Global Navigation Satellite System (GNSS) receiver comprising:
receiving a set of satellite positioning observations at the GNSS receiver;
generating a first receiver position estimate from the set of satellite positioning observations;
generating a set of posterior observation residual values from the set of satellite positioning observations and the first receiver position estimate;
based on the set of posterior observation residual values, identifying a subset of the satellite positioning observations as statistical outliers using a hybrid technique;
mitigating an effect of the statistical outliers; and
after mitigating the effect of the statistical outliers, generating a second receiver position estimate having higher accuracy than the first receiver position estimate, wherein the higher accuracy is a result of mitigating the effect of the statistical outliers.
2. The method of claim 1 , wherein identifying the subset of the satellite positioning observations as statistical outliers comprises using the hybrid technique; wherein using the hybrid technique comprises:
generating a set of posterior observation residual covariances from the set of posterior observation residual values;
calculating a set of posterior observation residual variances from the set of posterior observation residual covariances; and
detecting outliers using a variance threshold technique when a number of posterior observation residual variances outside of a threshold range is greater than a threshold number and using a scaled residual technique when the number of posterior observation residual variances outside of the threshold range is less than or equal to the threshold number.
3. The method of claim 2 , wherein the threshold range is centered on a mean of the set of posterior observation residual values; wherein a size of the threshold range is set based on a distribution of the set of posterior observation residual values.
4. The method of claim 2 , wherein mitigating the effect of the statistical outliers comprises removing the statistical outliers from the set of satellite positioning observations to create a reduced-outlier set of satellite positioning observations, and generating the second receiver position estimate from the reduced-outlier set of satellite positioning observations.
5. A method for reduced-outlier satellite positioning of a Global Navigation Satellite System (GNSS) receiver comprising:
receiving a set of satellite positioning observations at the GNSS receiver;
generating a first receiver position estimate from the set of satellite positioning observations;
generating a set of posterior observation residual values from the set of satellite positioning observations and the first receiver position estimate;
based on the set of posterior observation residual values, identifying a subset of the satellite positioning observations as statistical outliers;
generating a set of posterior observation residual covariances from the set of posterior observation residual values;
calculating a set of posterior observation residual variances from the set of posterior observation residual covariances; and
detecting the statistical outliers using a variance threshold technique when a number of posterior observation residual variances outside of a threshold range is greater than a threshold number and using a scaled residual technique when the number of posterior observation residual variances outside of the threshold range is less than or equal to the threshold number;
mitigating an effect of the statistical outliers; and
generating a second receiver position estimate, wherein the second receiver position estimate has a higher accuracy than the first receiver position estimate, wherein the higher accuracy is based on mitigating the effect of the statistical outliers.