標題: | Visible light communication and positioning using positioning cells and machine learning algorithms |
作者: | Chuang, Yu-Cheng Li, Zhi-Qing Hsu, Chin-Wei Liu, Yang Chow, Chi-Wai 光電工程學系 Department of Photonics |
公開日期: | 27-May-2019 |
摘要: | 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 |
期刊: | OPTICS EXPRESS |
Volume: | 27 |
Issue: | 11 |
起始頁: | 16377 |
結束頁: | 16383 |
Appears in Collections: | Articles |