A fuzzy-PSO system for indoor localization based on visible light communications

04/27/2018
by   Giovanni Pau, et al.
0

Indoor positioning systems using visible light communication (VLC) have potential applications in smart buildings, for instance, in developing economical, easy-to-use, widely accessible positioning system based on light-emitting diodes. Thus using VLCs, we introduce a new fuzzy-based system for indoor localization in this paper. The system processes data from transmitters (i.e., anchor nodes) and delivers the calculated position of a receiver. A particle swarm optimization (PSO) technique is then employed to obtain the optimal configuration of the proposed fuzzy logic controllers (FLCs). Specifically, the proposed PSO technique optimizes the membership functions of the FLCs by adjusting their range to achieve the best results regarding the localization reliability. We demonstrate the utility of the proposed approach using experiments.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
08/11/2022

A Cooperative Positioning Flamework for Robot and Smart Phone Based on Visible Light Communication

A cooperative positioning flamework of human and robots based on visible...
research
09/28/2020

Database Assisted Nonlinear Least Squares Algorithm for Visible Light Positioning in NLOS Environments

We propose an indoor localization algorithm for visible light systems by...
research
04/09/2019

Enabling Smart Buildings by Indoor Visible Light Communications and Machine Learning

The smart building (SB), a promising solution to the fast-paced and cont...
research
05/02/2018

Visible Light Communications Based Indoor Positioning via Compressed Sensing

This paper presents an approach for visible light communication-based in...
research
12/06/2018

Rebooting Ultrasonic Positioning Systems for Ultrasound-incapable Smart Devices

An ultrasonic Positioning System (UPS) has outperformed RF-based systems...
research
03/11/2023

Privacy-Preserving Cooperative Visible Light Positioning for Nonstationary Environment: A Federated Learning Perspective

Visible light positioning (VLP) has drawn plenty of attention as a promi...
research
06/03/2020

A review of smartphones based indoor positioning: challenges and applications

The continual proliferation of mobile devices has encouraged much effort...

Please sign up or login with your details

Forgot password? Click here to reset