Enhanced visible light localization based on machine learning and optimized fingerprinting in wireless sensor networks

I Cappelli, F Carli, A Fort, M Intravaia… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
This article presents a robust visible light localization (VLL) technique for wireless sensor
networks, with 2-D indoor positioning (IP) capabilities, based on embedded machine …

LedMapper: Toward efficient and accurate LED mapping for visible light positioning at scale

Q Liang, Y Sun, C Liu, M Liu… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Indoor localization of high accuracy has been widely interested. Among competitive
solutions, visible light positioning (VLP) is promising due to its ability to deliver high …

Weak calibration of a visible light positioning system based on a position-sensitive detector: Positioning error assessment

Á De-La-Llana-Calvo, JL Lázaro-Galilea… - Sensors, 2021 - mdpi.com
Reduced deployment and calibration requirements are key for scalable and cost-effective
indoor positioning systems. In this work, we propose a low-complexity, weak calibration …

Machine learning techniques for device-free localization using low-resolution thermopiles

N Faulkner, D Konings, F Alam, M Legg… - IEEE Internet of …, 2022 - ieeexplore.ieee.org
Indoor device-free localization (DFL) has many uses, including aged care, location-based
services, ambient-assisted living, and fire safety management. In recent publications …

Indoor WiFi-Beacon Dataset Construction Using Autonomous Low-Cost Robot for 3D Location Estimation

S Abu Kharmeh, E Natsheh, B Sulaiman, M Abuabiah… - Applied Sciences, 2023 - mdpi.com
Datasets used for artificial-neural-network and machine-learning applications play a vital
role in the research and application of such techniques in solving real-life problems. The …

[PDF][PDF] 基于BAS-LSSVM 的室内可见光指纹定位方法

邓勇, 刘赣 - Laser & Optoelectronics Progress, 2022 - researching.cn
摘要为提高室内可见光定位精度, 提出一种基于天牛须搜索算法优化最小二乘支持向量机(BAS-
LSSVM) 的可见光指纹定位方法. 先利用LED 的光强信号强度特征构建指纹库 …

Visible Light Positioning-Based Robot Localization and Navigation

MT Chew, F Alam, FK Noble, M Legg, GS Gupta - Electronics, 2024 - mdpi.com
Visible light positioning or VLP has been identified as a promising technique for accurate
indoor localization utilizing pre-existing lighting infrastructure. Robot navigation is one of the …

A machine learning model for microcontrollers enabling low power indoor positioning systems via visible light communication

I Cappelli, F Carli, M Intravaia… - … on Measurements & …, 2022 - ieeexplore.ieee.org
This paper presents a low-power Visible Light Localisation (VLL) Artificial Intelligence (AI)-
enabled system for Indoor Positioning (IP) purposes. Compared to other IP techniques, VLL …

Automating the Calibration of Visible Light Positioning Systems

R Amsters, S Ruberto, E Demeester, N Stevens… - Sensors, 2022 - mdpi.com
Visible light positioning is one of the most popular technologies used for indoor positioning
research. Like many other technologies, a calibration procedure is required before the …