This paper presents a navigation system providing precise 3-D position and spatial attitude data for slow outdoor vehicles. Our system uses an odometer and an automatic laser theodolite, the data of which are fused using a Kalman filter. We show through different experiments carried out with the evaluation station SESSYL that the high accuracies required for some civil-engineering tasks are fully satisfied, provided the beacons are properly positioned.
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