JOURNAL ARTICLE

Analysis of Indoor Robot Localization Using Ultrasonic Sensors

Sairah NaveedNak Yong Ko

Year: 2014 Journal:   International Journal of Fuzzy Logic and Intelligent Systems Vol: 14 (1)Pages: 41-48

Abstract

This paper analyzes the Monte Carlo localization (MCL) method, which estimates the pose of an indoor mobile robot. A mobile robot must know where it is to navigate in an indoor environment. The MCL technique is one of the most influential and popular techniques for estimation of robot position and orientation using a particle filter. For the analysis, we perform experiments in an indoor environment with a differential drive robot and ultrasonic range sensor system. The analysis uses MATLAB for implementation of the MCL and investigates the effects of the control parameters on the MCL performance. The control parameters are the uncertainty of the motion model of the mobile robot and the noise level of the measurement model of the range sensor.

Keywords:
Monte Carlo localization Particle filter Mobile robot Ultrasonic sensor Robot Computer science Orientation (vector space) Range (aeronautics) Noise (video) Computer vision Position (finance) MATLAB Artificial intelligence Filter (signal processing) Simulation Engineering Acoustics Mathematics

Metrics

7
Cited By
0.92
FWCI (Field Weighted Citation Impact)
29
Refs
0.80
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Indoor and Outdoor Localization Technologies
Physical Sciences →  Engineering →  Electrical and Electronic Engineering
Robotics and Sensor-Based Localization
Physical Sciences →  Engineering →  Aerospace Engineering
Target Tracking and Data Fusion in Sensor Networks
Physical Sciences →  Computer Science →  Artificial Intelligence

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