Fast and Reliable Global Localization Using Reflector Landmarks

Chao Liu, Gen Li, Yu Huang, Xiaolong Zhang, Yuanlong Xie, Jie Meng, Liquan Jiang
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Abstract

global localization is essential for pose initialization and pose recovery. However, for the lack of prior information, global localization is always unreliable and time consuming, especially in featureless and dynamic industry environment. To alleviate the negative influence of such environment, this paper uses reflector as landmarks. Then, several maps including labeled occupancy grid map and multi-resolution likelihood field are proposed to model the positions of landmarks as well as ordinary obstacles. Furthermore, a branch and bound method is employed to achieve fast global search based on those proposed maps. Through experiments in a real industry application, the reliability and efficiency of our proposed global localization method is verified.
使用反射器地标快速可靠的全球定位
全局定位是姿态初始化和姿态恢复的关键。然而,由于缺乏先验信息,全局定位往往不可靠且耗时,特别是在无特征和动态的工业环境中。为了减轻这种环境的负面影响,本文使用反射镜作为地标。然后,提出了标记占用网格图和多分辨率似然场等几种地图来模拟地标和普通障碍物的位置。在此基础上,采用分支定界方法实现快速全局搜索。通过实际工业应用实验,验证了所提全局定位方法的可靠性和有效性。
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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