Map building using occupancy grids with differentiated occupancy states

Anna Heinemann, J. Velten, A. Kummert
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引用次数: 1

Abstract

For map building purposes it is necessary to distinguish between moving and not moving objects, because moving objects might falsify map matching procedures. This paper presents a new approach of a grid based map building algorithm which represents an extension of occupancy grids. As well as it its archetype, the algorithm can easily be used for 2d or 3d time-dependent map building procedures. The original occupancy grids were extended so that cells which are marked as occupied get further differentiated regarding the motion characteristic of their particular obstacle. An occupied cell can therefore be differentiated in a cell occupied by a dynamic, quasi static or static obstacle. This differentiation might also come in handy regarding object detection or similar algorithms. The presented algorithm was developed and tested using a SICK LMS511 high resolution laser measurement system.
使用具有不同占用状态的占用网格绘制地图
为了构建地图,有必要区分移动和不移动的对象,因为移动的对象可能会篡改地图匹配过程。本文提出了一种基于网格的地图生成算法,它代表了占用网格的扩展。除了它的原型之外,该算法还可以很容易地用于2d或3d时间相关的地图构建程序。将原有的占用网格进行扩展,使被标记为占用的细胞根据其特定障碍物的运动特征得到进一步区分。因此,被占用的细胞可以在被动态、准静态或静态障碍物占用的细胞中进行分化。这种区别在对象检测或类似算法方面也可能会派上用场。该算法在SICK LMS511高分辨率激光测量系统上进行了开发和测试。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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