Centimeter-level Positioning by Instantaneous Lidar-aided GNSS Ambiguity Resolution

TL;DR

This paper introduces a lidar-aided method for instantaneously resolving GNSS ambiguities, enabling centimeter-level vehicle positioning in urban environments despite limited satellite signals.

Contribution

It proposes a novel integration of lidar measurements with GNSS data for rapid ambiguity resolution, improving urban positioning accuracy.

Findings

Achieves successful instantaneous ambiguity resolution with limited GNSS satellites.

Enables centimeter-level vehicle positioning in challenging urban scenarios.

Provides analytical expressions for ambiguity variance and ADOP for performance evaluation.

Abstract

High-precision vehicle positioning is key to the implementation of modern driving systems in urban environments. Global Navigation Satellite System (GNSS) carrier phase measurements can provide millimeter- to centimeter-level positioning, provided that the integer ambiguities are correctly resolved. Abundant code measurements are often used to facilitate integer ambiguity resolution (IAR), however, they suffer from signal blockage and multipath in urban canyons. In this contribution, a lidar-aided instantaneous ambiguity resolution method is proposed. Lidar measurements, in the form of 3D keypoints, are generated by a learning-based point cloud registration method using a pre-built HD map and integrated with GNSS observations in a mixed measurement model to produce precise float solutions, which in turn increase the ambiguity success rate. Closed-form expressions of the ambiguity variance matrix and the associated Ambiguity Dilution of Precision (ADOP) are developed to provide a priori evaluation of such lidar-aided ambiguity resolution performance. Both analytical and experimental results show that the proposed method enables successful instantaneous IAR with limited GNSS satellites and frequencies, leading to centimeter-level vehicle positioning.