Range sensing is a crucial element of any environment and obstacle mapping system for mobile robotics applications. Sensors that are suitable for the environment and obstacle mapping include 2D Ladar and 3D Ladar. However, a cost-effective approach for the environment and obstacle mapping is to mount a 2D laser scanner that is aimed forward and downward on the front end of a mobile robot.