IEEE Transactions on Systems Man and Cybernetics Part B (Cybernetics) · 2007 · 71 citations · 26 references
EngineeringAutonomous SystemsComputer ScienceMobile RoboticsPath PlanningRoboticsAutonomous NavigationNavigation PlanningNavigation SystemsRobot Motion PlanningRobot NavigationTerrain TraversalLaser Range FindingMobile Robot NavigationRough Terrain NavigationTerrain MappingTerrain TraversabilityTerrain-aware NavigationTraversability AnalysisTraversability Mapping
This paper presents an autonomous terrain navigation system for a mobile robot. The system employs a two-dimensional laser range finder (LRF) for terrain mapping. A so-called "traversability field histogram" (TFH) method is proposed to guide the robot. The TFH method first transforms a local terrain map surrounding the robot's momentary position into a traversability map by extracting the slope and roughness of a terrain patch through least-squares plane fitting. It then computes a so-called "polar traversability index" (PTI) that represents the overall difficulty of traveling along the corresponding direction. The PTIs are represented in a form of histogram. Based on this histogram, the velocity and steering commands of the robot are determined. The concept of a virtual valley and an exit condition are proposed and used to direct the robot such that it can reach the target with a finite-length path. The algorithm is verified by simulation and experimental results.
26
Principles of artificial intelligence
A. Schliferstein · Proceedings of the IEEE · 1981 · 648 citations
Recent progress in local and global traversability for planetary rovers
Sanjiv Singh, Reid Simmons, Trey Smith et al. · 2002 · 247 citations