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首页> 外文期刊>International journal of automation technology >A Novel Automated Construction Method of Signal Fingerprint Database for Mobile Robot Wireless Positioning System
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A Novel Automated Construction Method of Signal Fingerprint Database for Mobile Robot Wireless Positioning System

机译:移动机器人无线定位系统信号指纹数据库自动构建的新方法

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摘要

The indoor wireless positioning system for a mobile robot employing fingerprinting technique is made in two phase, offline, i.e., collecting reference data for database, and online, i.e., matching the unknown data to those in the database. It is commonly known that the positioning accuracy is increased with the larger number of the reference locations. This has made the offline phase a tedious works, where laborious efforts are needed to construct the database. Thus, automatic database construction is desired in order to minimize the human efforts. This paper described the Signal Propagated Modified Shepard's Method (SP-MSM) to construct the database by means of interpolating the missing wireless data using for mobile robot application. By introducing the selection probability, reference locations are identified and database is constructed. We found that over all 64 test locations, the proposed SP-MSM method outperform other interpolation method at 52% locations. In addition, the usage of low pass filter has greatly suppressed the fluctuation problem caused by unpredicted behavior of the wireless signal.
机译:采用指纹技术的用于移动机器人的室内无线定位系统分为两个阶段,离线,即收集数据库的参考数据,以及在线,即将未知数据与数据库中的数据进行匹配。众所周知,随着参考位置数量的增加,定位精度会提高。这使离线阶段成为繁琐的工作,在此过程中,需要花费大量精力来构建数据库。因此,需要自动数据库构造以最小化人工。本文介绍了信号传播改进谢泼德方法(SP-MSM),通过插值丢失的无线数据来构建数据库,以用于移动机器人应用程序。通过引入选择概率,可以确定参考位置并构建数据库。我们发现,在所有64个测试位置上,建议的SP-MSM方法在52%的位置上均优于其他插值方法。另外,低通滤波器的使用极大地抑制了由无线信号的不可预测行为引起的波动问题。

著录项

  • 来源
    《International journal of automation technology》 |2017年第3期|459-471|共13页
  • 作者单位

    System and Control Laboratory, Department of Mechanical Engineering, Toyohashi University of Technology 1-1 Hibarigaoka Tenpaku-cho Toyohashi, Aichi 441-8580, Japan,School of Mechatronic Engineering, Universiti Malaysia Perlis (UniMAP), Arau Perlis, Malaysia;

    System and Control Laboratory, Department of Mechanical Engineering, Toyohashi University of Technology 1-1 Hibarigaoka Tenpaku-cho Toyohashi, Aichi 441-8580, Japan;

    System and Control Laboratory, Department of Mechanical Engineering, Toyohashi University of Technology 1-1 Hibarigaoka Tenpaku-cho Toyohashi, Aichi 441-8580, Japan;

    Department of Electronic Control Engineering, National Institute of Technology, Gifu College, Gifu, Japan;

    System and Control Laboratory, Department of Mechanical Engineering, Toyohashi University of Technology 1-1 Hibarigaoka Tenpaku-cho Toyohashi, Aichi 441-8580, Japan;

    System and Control Laboratory, Department of Mechanical Engineering, Toyohashi University of Technology 1-1 Hibarigaoka Tenpaku-cho Toyohashi, Aichi 441-8580, Japan;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    wireless positioning system; fingerprinting database; interpolation; signal propagation; modified Shepard's method;

    机译:无线定位系统;指纹数据库插值信号传播修改的谢泼德方法;

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