Low level navigation system for a POMDP based on WiFi and ultrasound observations

M. Ocaña, M. Sotelo, L. Bergasa, R. Flores
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引用次数: 5

Abstract

In this paper we present the low level navigation system carried out in a partially observable Markov decision process (POMDP) based on WiFi and ultrasound observations. We use an H-shape model for the corridor, obtained from ultrasound range sensor. This system leads the robot to follow a corridor while it's detecting transitions for each door in autonomous mode. We demonstrate that this system is useful as low level navigator in a POMDP for indoor environments with a real robot. Some experimental results are shown. Finally, the conclusions and future works are presented.
基于WiFi和超声观测的低空导航系统
本文提出了一种基于WiFi和超声观测的部分可观测马尔可夫决策过程(POMDP)的低水平导航系统。我们使用了一个h型模型,该模型是由超声波测距传感器获得的。该系统在自动模式下引导机器人沿着走廊行进,同时检测每扇门的过渡。我们证明,该系统是有用的低电平导航在室内环境的POMDP与一个真正的机器人。给出了一些实验结果。最后,对本文的研究结论和未来的工作进行了展望。
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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