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Couldn't you fuse this extra fact into a kalman filter?



If you mean your GPS readings then yes you can and should. If you mean having multiple predictions of where you are then no, you would have to either run multiple Kalman filters explicitly or change things so much that it's no longer a Kalman filter.




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