Machine learning in indoor visible light positioning systems: A review

HQ Tran, C Ha - Neurocomputing, 2022 - Elsevier
Developing a wireless indoor positioning system with high accuracy, reliability, and
reasonable cost has been the focus of many researchers. Recent studies have shown that …

Visible light communications: a survey on recent high-capacity demonstrations and digital modulation techniques

PA Loureiro, FP Guiomar, PP Monteiro - Photonics, 2023 - mdpi.com
In order to deal with the increasing number of mobile devices and with their demand for
Internet services, particularly social media platforms, streaming video, and online gaming …

A visible light positioning system based on particle filter and deep learning

X Cao, Y Zhuang, G Chen, X Wang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Currently, various indoor positioning technologies are widely studied, and visible light
positioning (VLP) is a promising technology due to its high accuracy, low cost, and high …

Artificial intelligence in visible light positioning for indoor IoT: A methodological review

VP Rekkas, LA Iliadis, SP Sotiroudis… - IEEE Open Journal …, 2023 - ieeexplore.ieee.org
Indoor communication and positioning are significant fields of applications for indoor Internet
of Things (IoT) given the rapid growth of IoT in smart cities, smart grids, and smart industries …

An indoor visible light positioning system using tilted leds with high accuracy

N Chaudhary, OI Younus, LN Alves, Z Ghassemlooy… - Sensors, 2021 - mdpi.com
The accuracy of the received signal strength-based visible light positioning (VLP) system in
indoor applications is constrained by the tilt angles of transmitters (Txs) and receivers as …

Positioning using wireless networks: Applications, recent progress and future challenges

Y Yang, M Chen, Y Blankenship, J Lee… - arXiv preprint arXiv …, 2024 - arxiv.org
Positioning has recently received considerable attention as a key enabler in emerging
applications such as extended reality, unmanned aerial vehicles and smart environments …

A survey on indoor visible light positioning systems: Fundamentals, applications, and challenges

Z Zhu, Y Yang, M Chen, C Guo, J Cheng… - arXiv preprint arXiv …, 2024 - arxiv.org
The growing demand for location-based services in areas like virtual reality, robot control,
and navigation has intensified the focus on indoor localization. Visible light positioning …

A comparative analysis of localization algorithms for visible light communication

MA Dawood, SS Saleh, ESA El-Badawy… - Optical and Quantum …, 2021 - Springer
Improvement of visible light communication (VLC) technology and the presence of the
illumination encouraged the researches to research in VLC-based indoor positioning …

Using linear interpolation to reduce the training samples for regression based visible light positioning system

YC Wu, KL Hsu, Y Liu, CY Hong… - IEEE Photonics …, 2020 - ieeexplore.ieee.org
We put forward and experimentally demonstrate a second order machine-learning (ML)
based visible-light-positioning (VLP) system using simple linear interpolation algorithm to …

Experimental evaluation of machine learning methods for robust received signal strength-based visible light positioning

W Raes, N Knudde, J De Bruycker, T Dhaene… - Sensors, 2020 - mdpi.com
In this work, the use of Machine Learning methods for robust Received Signal Strength
(RSS)-based Visible Light Positioning (VLP) is experimentally evaluated. The performance …