New trends in indoor positioning based on WiFi and machine learning: A systematic review

V Bellavista-Parent, J Torres-Sospedra… - 2021 International …, 2021 - ieeexplore.ieee.org
Currently there is no standard indoor positioning system, similar to outdoor GPS. However,
WiFi signals have been used in a large number of proposals to achieve the above …

Comprehensive analysis of applied machine learning in indoor positioning based on wi-fi: An extended systematic review

V Bellavista-Parent, J Torres-Sospedra… - Sensors, 2022 - mdpi.com
Nowadays, there are a multitude of solutions for indoor positioning, as opposed to standards
for outdoor positioning such as GPS. Among the different existing studies on indoor …

A survey of deep learning approaches for WiFi-based indoor positioning

X Feng, KA Nguyen, Z Luo - Journal of Information and …, 2022 - Taylor & Francis
One of the most popular approaches for indoor positioning is WiFi fingerprinting, which has
been intrinsically tackled as a traditional machine learning problem since the beginning, to …

An Anomaly Detection Scheme with K-means aided Extended Isolation Forest in RSS-based Wireless Positioning System

X Chen, W Xu, S Wang, Y Li… - 2022 IEEE Wireless …, 2022 - ieeexplore.ieee.org
Over the past years, tremendous progresses have been achieved for wireless positioning
system based on Received Signal Strength (RSS). However, most researches assume ideal …

Design of a 2D/3D Positioning System and Its Real-Time Application With Low-Cost Sensors

S Zobar, M Ciydem, Ö Salor, J Kwag, CK Toth… - IEEE …, 2024 - ieeexplore.ieee.org
In this article, we introduce a positioning system developed for two-and three-dimensional
motion tracking. The system is based on a recursive Bayesian estimator with a dynamic …

[PDF][PDF] A Review: Current Trend of Immersive Technologies for Indoor Navigation and the Algorithms.

MS Sariman, M Othman, RM Akir… - Pertanika Journal of …, 2024 - 119.40.116.186
The term “indoor navigation system” pertains to a technological or practical approach that
facilitates the navigation and orientation of individuals within indoor settings, such as …

2D-HASAP: Two-Dimensional Heading-Aided Single-Anchor Positioning via Hidden Markov Model Map-Matching

S Zobar, M Çiydem, Ö Salor, CK Toth… - 2023 IEEE Symposium …, 2023 - ieeexplore.ieee.org
This paper proposes a two-dimensonal positioning method based on a hidden Markov
model map-matching scheme. The states of the hidden Markov model are generated by …

PERTANIKA JOURNAL OF SOCIAL SCIENCES AND HUMANITIES

MS Sariman, M Othman, RM Akir, AK Mahamad… - pertanika.upm.edu.my
The term “indoor navigation system” pertains to a technological or practical approach that
facilitates the navigation and orientation of individuals within indoor settings, such as …

PERTANIKA JOURNAL OF SCIENCE AND TECHNOLOGY

MS Sariman, M Othman, RM Akir, AK Mahamad… - pertanika.upm.edu.my
The term “indoor navigation system” pertains to a technological or practical approach that
facilitates the navigation and orientation of individuals within indoor settings, such as …

Analysis of Classification Methods for Wi-Fi Signals Based on the Use of Channel State Information Spatial Features and CNN

MA Lopatin, SA Fyodorov, G Dong - … : Proceedings of the YETI 2021, St …, 2022 - Springer
Abstract Due to Wi-Fi technology, signal characteristics can be collected and analyzed,
including Channel State Information (CSI), which contains a lot of information about the …