The autonomous mobile robot system is provided with a sensor- based and map-based navigation system for navigating in a pipe network. The navigation is based on the classification of pre-existing natural landmarks. The navigation system can compensate for inaccurate robot system's motion control, sensor information, and landmark classification.
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