基于USB-16超声传感器库和NWA优化算法的新型室内移动机器人测绘

B. Ilias, S. Shukor, A. H. Adom, Mohd Firdaus Ibrahim, S. Yaacob
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引用次数: 8

摘要

本文重点研究了在移动机器人的十六进制板上安装16个40 kHz超声波传感器(USB-16)的超声波传感器库的开发,用于实时进行二维和三维测绘。这项研究的目的是评估USB-16在提供机器人所在的墙壁周长和形状的精确地图方面的能力。每面墙都将使用USB-16传感器库进行扫描,以测量传感器库中心与墙壁之间的距离。本文采用齐次变换矩阵(HTM)和三角算法作为墙体映射算法,并对其进行了详细的说明。为了减小测量误差,提出了一种最优墙体映射算法。为了提高测图精度,提出了一种基于三角函数的标称壁角测图方法。该算法不同于目前大多数类似研究采用的数据处理技术,具有提高扫描过程中超声成像精度的能力。本文将比较优化技术在不同墙体形状(曲线、方形、矩形、三角形和实验室环境)下实施前后的实验结果。结果非常令人印象深刻,其中NWA算法的实现能够生成与实际墙壁尺寸相比较的精确墙壁映射。在USB-16绘图过程中,充分利用LabVIEW软件、Basic Atom和Basic Stamp单片机实时生成二维和三维图形。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A novel indoor mobile robot mapping with USB-16 ultrasonic sensor bank and NWA optimization algorithm
This paper highlights on the development of a Ultrasonic Sensor Bank with sixteen pieces 40 kHz ultrasonic sensor (USB-16) mounted on hexadecagon-based plate on a mobile robot to perform real time 2D and 3D mapping. The purpose of this research is to evaluate the capability of USB-16 in providing an accurate map in terms of the walls perimeter and its shape, where the robot is located. Each wall will be scanned with USB-16 sensor bank to measure the distance between the center of sensor bank and the wall. The Homogeneous Transformation Matrix (HTM) and trigonometrically algorithm is utilized in this research as a wall mapping algorithm and is clearly explained in this paper. An optimum wall mapping algorithm was introduced to minimize measurement error. The optimum wall mapping technique named a Nominal Wall Angle (NWA) using trigonometric approach was introduced to improve the mapping accuracy. This algorithm has the capability to improve the ultrasonic mapping accuracy during the scanning process and is different from data manipulation technique like most of similar researches currently adapted. The comparison of experimental results before and after implementation of the optimization technique in different wall shape (Curve, Square, Rectangle, Triangle and Laboratory environment) will be presented in this paper. The results are very impressive, where the implementation of NWA algorithm is able to produce an accurate wall mapping compared with the actual wall size. LabVIEW software, Basic Atom and BASIC Stamp microcontroller are fully utilized to produce the real time 2D and 3D graph during the USB-16 mapping.
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