Two-way D* algorithm for path planning and replanning

  • Authors:
  • Marija Dakulović;Ivan Petrović

  • Affiliations:
  • -;-

  • Venue:
  • Robotics and Autonomous Systems
  • Year:
  • 2011

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Abstract

Inspired by the Witkowski's algorithm, we introduce a novel path planning and replanning algorithm - the two-way D^* (TWD^*) algorithm - based on a two-dimensional occupancy grid map of the environment. Unlike the Witkowski's algorithm, which finds optimal paths only in binary occupancy grid maps, the TWD^* algorithm can find optimal paths in weighted occupancy grid maps. The optimal path found by the TWD^* algorithm is the shortest possible path for a given occupancy grid map of the environment. This path is more natural than the path found by the standard D^* algorithm as it consists of straight line segments with continuous headings. The TWD^* algorithm is tested and compared to the D^* and Witkowski's algorithms by extensive simulations and experimentally on a Pioneer 3DX mobile robot equipped with a laser range finder.