Title: Visible light communication and positioning using positioning cells and machine learning algorithms
Authors: Chuang, Yu-Cheng
Li, Zhi-Qing
Hsu, Chin-Wei
Liu, Yang
Chow, Chi-Wai
光電工程學系
Department of Photonics
Issue Date: 27-May-2019
Abstract: We propose and experimentally demonstrate a practical visible light position (VLP) system using repeated unit cells and machine learning (ML) algorithms. ML is employed to increase the positioning accuracy. Algorithms of the 2nd-order regression ML model and the polynomial trilateral ML model are discussed. More than 80% of the measurement data have position error within 4 cm when using the 2nd-order regression ML model, while the position error is within 5 cm when using the polynomial trilateral ML model. (C) 2019 Optical Society of America under the terms of the OSA Open Access Publishing Agreement
URI: http://dx.doi.org/10.1364/OE.27.016377
http://hdl.handle.net/11536/152377
ISSN: 1094-4087
DOI: 10.1364/OE.27.016377
Journal: OPTICS EXPRESS
Volume: 27
Issue: 11
Begin Page: 16377
End Page: 16383
Appears in Collections:Articles