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地图与定位

Map Representation

  • metric: The metric framework is the most common for humans and considers a two-dimensional space in which it places the objects. The objects are placed with precise coordinates. This representation is very useful, but is sensitive to noise and it is difficult to calculate the distances precisely.
  • topological: The topological framework only considers places and relations between them. Often, the distances between places are stored. The map is then a graph, in which the nodes corresponds to places and arcs correspond to the paths.
  • Voronoi diagram
  • Grid

Advantages of topological maps:

  • Only sparse data storage
  • Representation matches problem description: e.g. instruct robot to move between discrete locations
  • Recognition only requires consistency, not accuracy

Advantages of metric maps

  • Can extrapolate between known locations
  • Can derive novel shortcuts
  • Common representation to fuse sensor/motor data