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 |