A Novel 3D Visible Light Positioning Method Using Received Signal Strength for Industrial Applications

Author:

Almadani YousefORCID,Ijaz Muhammad,Joseph WoutORCID,Bastiaens SanderORCID,Rajbhandari SujanORCID,Adebisi BamideleORCID,Plets DavidORCID

Abstract

In this paper, a novel three-dimensional (3D) indoor visible light positioning (VLP) algorithm using the Cayley–Menger determinant (CMD) with a cost function is proposed and experimentally tested to track a drone for industrial applications. The proposed algorithm uses optical received signal strength (RSS) for estimating the drone’s 3D position without prior knowledge of its height. This reduces the need for additional height sensors used in some 3D VLP systems. The performance of the proposed algorithm in terms of positioning error is also compared with a linear least squares (LLS) trilateration algorithm, with and without tilting of the receiver and with multipath reflections. The simulation results show that the proposed algorithm is more accurate and outperforms the LLS algorithm by a median improvement of 21% and is also more robust to the effect of tilting, as well as in the presence of multipath reflections. Furthermore, the proposed algorithm has been experimentally tested and compared with the LLS algorithm in a VLP test bed measuring 4 × 4 × 4.1 m 3 . The experimental results show that the median errors for LLS are 11.4 cm, while the median errors for CMD are 10.5 cm, which results in an error decrease of 8% when CMD with a cost function is used.

Publisher

MDPI AG

Subject

Electrical and Electronic Engineering,Computer Networks and Communications,Hardware and Architecture,Signal Processing,Control and Systems Engineering

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1. K-Means-Based DNN Algorithm for a High Accuracy VLP System;Photonics;2024-02-26

2. LEDPOS: Indoor Visible Light Positioning Based on LED as Sensor and Machine Learning;IEEE Access;2024

3. Optimization of Visible Light Positioning in Industrial Applications using Machine Learning;2023 South American Conference On Visible Light Communications (SACVLC);2023-11-08

4. Gaussian Variation-Based Whale Optimization Algorithm for Indoor Visible 3D Localization;2023 2nd International Conference on Artificial Intelligence and Intelligent Information Processing (AIIIP);2023-10-27

5. Visible Light Technologies for the Industrial Internet of Things;2023 17th International Conference on Telecommunications (ConTEL);2023-07-11

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