Machine learning based indoor localization using Wi-Fi RSSI fingerprints: An overview

N Singh, S Choe, R Punmiya - IEEE access, 2021 - ieeexplore.ieee.org
In the era of the Internet of Things (IoT) and Industry 4.0, the indoor usage of smart devices is
expected to increase, thereby making their location information more important. Based on …

Overview of WiFi fingerprinting‐based indoor positioning

S Shang, L Wang - Iet Communications, 2022 - Wiley Online Library
Location‐based services have attracted significant attention since the concept of Industry 4.0
was proposed and the 'Internet+'era began owing to its social and commercial value. Many …

PSOSVRPos: WiFi indoor positioning using SVR optimized by PSO

J Bi, M Zhao, G Yao, H Cao, Y Feng, H Jiang… - Expert Systems with …, 2023 - Elsevier
Wireless fidelity (WiFi) indoor positioning has attracted the attention of thousands of
researchers. It faces many challenges, and the primary problem is the low positioning …

A survey of machine learning for indoor positioning

A Nessa, B Adhikari, F Hussain, XN Fernando - IEEE access, 2020 - ieeexplore.ieee.org
Widespread proliferation of wireless coverage has enabled culmination of number of
advanced location-based services (LBS). Continuous tracking of accurate physical location …

A survey of machine learning techniques for indoor localization and navigation systems

P Roy, C Chowdhury - Journal of Intelligent & Robotic Systems, 2021 - Springer
In the recent past, we have witnessed the adoption of different machine learning techniques
for indoor positioning applications using WiFi, Bluetooth and other technologies. The …

Localization as a key enabler of 6G wireless systems: A comprehensive survey and an outlook

SE Trevlakis, AAA Boulogeorgos… - IEEE Open Journal …, 2023 - ieeexplore.ieee.org
When fully implemented, sixth generation (6G) wireless systems will constitute intelligent
wireless networks that enable not only ubiquitous communication but also high-accuracy …

Inverse distance weight-assisted particle swarm optimized indoor localization

J Bi, J Wang, H Cao, G Yao, Y Wang, Z Li, M Sun… - Applied Soft …, 2024 - Elsevier
Indoor localization using wireless fidelity (WiFi) fingerprint has attracted considerable
attention due to its extensive deployment and low cost. Most indoor fingerprint localization …

A survey of the performance-limiting factors of a 2-dimensional RSS fingerprinting-based indoor wireless localization system

AS Yaro, F Maly, P Prazak - Sensors, 2023 - mdpi.com
A receive signal strength (RSS) fingerprinting-based indoor wireless localization system (I-
WLS) uses a localization machine learning (ML) algorithm to estimate the location of an …

A comprehensive survey of machine learning based localization with wireless signals

D Burghal, AT Ravi, V Rao, AA Alghafis… - arxiv preprint arxiv …, 2020 - arxiv.org
The last few decades have witnessed a growing interest in location-based services. Using
localization systems based on Radio Frequency (RF) signals has proven its efficacy for both …

[HTML][HTML] 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 …