Title :
Multi-range traversability indices for terrain-based navigation
Author :
Seraji, Homayoun ; Bon, Bruce
Author_Institution :
NASA-Jet Propulsion Lab., California Inst. of Technol., Pasadena, CA, USA
Abstract :
Presents novel measures of terrain traversability at three different ranges, namely local, regional and global traversability indices. The local traversability index is related, by a set of linguistic rules, to local obstacles and surface softness within a local perception range, measured by on-board sensors mounted on a robot. The rule-based regional traversability index is computed from the terrain roughness and slope that are expected from video images of the terrain within a regional perception range obtained by on-board cameras. The global traversability index is obtained from a terrain topographic map, and is based on natural or man-made surface features, such as mountains and craters, within the global perception range. Each traversability index is represented by four fuzzy sets with linguistic labels {poor, low, moderate, high}, corresponding to surfaces that are unsafe, moderately unsafe, moderately safe or safe for traversal, respectively. These indices are used to develop a behavior-based navigation strategy for a mobile robot traversing a challenging terrain. The traversability indices form a basis of three navigation behaviors, namely local, regional and global traversal behaviors. These behaviors are integrated with a goal-seeking behavior to ensure that the mobile robot reaches the goal safely while avoiding obstacles and impassable terrain segments. The paper concludes with an illustrative graphical simulation study.
Keywords :
collision avoidance; computerised navigation; fuzzy set theory; mobile robots; planetary rovers; robot vision; terrain mapping; behavior-based navigation strategy; challenging terrain; fuzzy sets; global traversability index; goal-seeking behavior; graphical simulation; impassable terrain segments; linguistic labels; linguistic rules; local obstacles; local traversability index; man-made surface features; mobile robot; multi-range traversability indices; natural surface features; obstacle avoidance; on-board cameras; perception range; robot-mounted on-board sensors; rule-based regional traversability index; surface softness; surface traversal safety; terrain roughness; terrain slope; terrain topographic map; terrain-based navigation; video images; Extraterrestrial measurements; Laboratories; Mobile robots; Navigation; Propulsion; Rain; Robot sensing systems; Rough surfaces; Surface roughness; Surface topography;
Conference_Titel :
Robotics and Automation, 2002. Proceedings. ICRA '02. IEEE International Conference on
Print_ISBN :
0-7803-7272-7
DOI :
10.1109/ROBOT.2002.1013635