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 …

A meta-review of indoor positioning systems

GM Mendoza-Silva, J Torres-Sospedra, J Huerta - Sensors, 2019 - mdpi.com
An accurate and reliable Indoor Positioning System (IPS) applicable to most indoor
scenarios has been sought for many years. The number of technologies, techniques, and …

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 …

Recurrent neural networks for accurate RSSI indoor localization

MT Hoang, B Yuen, X Dong, T Lu… - IEEE Internet of …, 2019 - ieeexplore.ieee.org
This article proposes recurrent neural networks (RNNs) for the WiFi fingerprinting indoor
localization. Instead of locating a mobile user's position one at a time as in the cases of …

A survey of magnetic-field-based indoor localization

G Ouyang, K Abed-Meraim - Electronics, 2022 - mdpi.com
Magnetic fields have attracted considerable attention in indoor localization due to their
ubiquitous and infrastructure-free characteristics. This survey provides a comprehensive …

Enabling multi-functional 5G and beyond user equipment: A survey and tutorial

Y Huo, X Dong, W Xu, M Yuen - IEEE Access, 2019 - ieeexplore.ieee.org
The fifth generation (5G) research and development has been fueled by many new
breakthroughs in various areas. The recent progress in carrier aggregation (CA), licensed …

Face mask assistant: Detection of face mask service stage based on mobile phone

Y Chen, M Hu, C Hua, G Zhai, J Zhang… - IEEE Sensors …, 2021 - ieeexplore.ieee.org
Coronavirus Disease 2019 (COVID-19) has spread all over the world since it broke out
massively in December 2019, which has caused a large loss to the whole world. Both the …

Paving the way with machine learning for seamless indoor–outdoor positioning: A survey

M Mallik, AK Panja, C Chowdhury - Information Fusion, 2023 - Elsevier
Seamless positioning and navigation requires an integration of outdoor and indoor
positioning systems. Until recently, these systems mostly function in-silos. Though GNSS …

Received signal strength fingerprinting-based indoor location estimation employing machine learning

L Polak, S Rozum, M Slanina, T Bravenec, T Fryza… - Sensors, 2021 - mdpi.com
The fingerprinting technique is a popular approach to reveal location of persons, instruments
or devices in an indoor environment. Typically based on signal strength measurement, a …

An accurate WiFi indoor positioning algorithm for complex pedestrian environments

D Yu, C Li - IEEE Sensors Journal, 2021 - ieeexplore.ieee.org
This paper proposes a precise WiFi fingerprinting indoor positioning algorithm for complex
pedestrian environments. We transform the disturbed received signal strength (RSS) from …