Abstract

In this paper, we present a method of localization using magnetic landmarks. With this method, it is possible to compensate the pose error ( x e, y e, θ e) of a mobile robot correctly and localize its current position on a global coordinate system on the surface of a structured environment with magnetic landmarks. A set of four magnetic bars forms total six different patterns of landmarks and these patterns can be read by the mobile robot with magnetic hall sensors. A sequential motion strategy for a mobile robot is proposed to find the geometric center of magnetic landmarks by reading the nonlinear magnetic field. The mobile robot first moves into the center region of the landmark where it can read the magnetic pattern, after which tracking and global localization can be easily achieved by recognizing the patterns of neighboring landmarks. Experimental results show the effectiveness of the sequential motion strategy for estimating the center of the first encountered landmark as well as the performance of tracking and global localization of the proposed system.

Highlights

  • The pose information of a mobile robot within its environment is fundamental and essential for carrying out any kind of missions in a real environment

  • When the pattern of the magnetic landmark of the current location and the neighboring patterns are sequentially identified without any prior knowledge, the robot compares the measured sequence of patterns with the grid-like global map to complete the global localization

  • The localization technique including the sequential landmark search, tracking and global localization methods is evaluated as a complete localization algorithm

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Summary

Introduction

The pose information of a mobile robot within its environment is fundamental and essential for carrying out any kind of missions in a real environment. The robot can compensate its pose error either on the recognized landmark or while moving to the landmark This methodology is only a solution to the tracking problem. We propose a complete solution to the localization problem using magnetic landmarks This methodology includes a sequential landmark search technique which provides a strategy for a mobile robot to navigate itself to the magnetic landmark’s geometric center from an unknown initial position.

Overview of the Localization Algorithm
Sequential Landmark Search Technique
Shape of landmark’s magnetic field
First step: approaching inside of the landmark
Second step: precise center estimation
Third step: locating all of the hall sensors on the magnetic bars
Simulation on first landmark center estimation
Simulation setup
Simulation result
Tracking and Global localization
Global localization
Experimental Evaluation
Environment
Experimental Results
Experiment on the first step landmark center estimation method using MEPs
The effect of the magnetic field’s variation
Experiment on localization for arbitrary initial positions
Conclusions and Future Works
Full Text
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