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 …

A survey on ubiquitous WiFi-based indoor localization system for smartphone users from implementation perspectives

P Roy, C Chowdhury - CCF Transactions on Pervasive Computing and …, 2022 - Springer
Indoor localization has the capability to change the way of providing location-based services
in a closed environment and has more potential than that of GPS if the present shortcomings …

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 …

A novel convolutional neural network based indoor localization framework with WiFi fingerprinting

X Song, X Fan, C Xiang, Q Ye, L Liu, Z Wang… - IEEE …, 2019 - ieeexplore.ieee.org
With the ubiquitous deployment of wireless systems and pervasive availability of smart
devices, indoor localization is empowering numerous location-based services. With the …

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 …

CNN based indoor localization using RSS time-series

M Ibrahim, M Torki, M ElNainay - 2018 IEEE symposium on …, 2018 - ieeexplore.ieee.org
Indoor localization of mobile nodes is receiving great interest due to the recent advances in
mobile devices and the increasing number of location-based services. Fingerprinting based …

Indoor localization using data augmentation via selective generative adversarial networks

W Njima, M Chafii, A Chorti, RM Shubair… - IEEE access, 2021 - ieeexplore.ieee.org
Several location-based services require accurate location information in indoor
environments. Recently, it has been shown that deep neural network (DNN) based received …

CellinDeep: Robust and accurate cellular-based indoor localization via deep learning

H Rizk, M Torki, M Youssef - IEEE Sensors Journal, 2018 - ieeexplore.ieee.org
The demand for a ubiquitous and accurate indoor localization service is continuously
growing. Current solutions for indoor localization usually depend on using the embedded …

Deep learning methods for fingerprint-based indoor positioning: A review

F Alhomayani, MH Mahoor - Journal of Location Based Services, 2020 - Taylor & Francis
Outdoor positioning systems based on the Global Navigation Satellite System have several
shortcomings that have deemed their use for indoor positioning impractical. Location …

Indoor localization with WiFi fingerprinting using convolutional neural network

JW Jang, SN Hong - 2018 Tenth International Conference on …, 2018 - ieeexplore.ieee.org
Indoor localization has been an active research field for decades, due to its wide range of
applications. WiFi fingerprinting, which estimates the user's locations using pre-collecting …