In one embodiment, a self-aware self-evolved self-contained localization map system for an autonomous driving vehicle (ADV) is disclosed. The localization map system collects ADV localization data and real-time poses for analysis in view of a first localization map of the ADV. The analysis determines confidence scores based on rankings of similarities scores of candidate poses, consistency of the real-time pose, and spatial or temporal completeness of a map feature space surrounding the ADV. The subset of the collected localization data is aligned with the first localization map based on a highest ranked candidate pose and is applied onto the first localization map based on the determined confidence scores to generate a second localization map to subsequently determine a location of the ADV.
Method and system for updating localization maps of autonomous driving vehicles
2019-10-08
Patent
Elektronische Ressource
Englisch
IPC: | G01C Messen von Entfernungen, Höhen, Neigungen oder Richtungen , MEASURING DISTANCES, LEVELS OR BEARINGS / B60W CONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION , Gemeinsame Steuerung oder Regelung von Fahrzeug-Unteraggregaten verschiedenen Typs oder verschiedener Funktion / G01S RADIO DIRECTION-FINDING , Funkpeilung / G05D SYSTEMS FOR CONTROLLING OR REGULATING NON-ELECTRIC VARIABLES , Systeme zum Steuern oder Regeln nichtelektrischer veränderlicher Größen |
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