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 …

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 …

MetaLoc: learning to learn wireless localization

J Gao, D Wu, F Yin, Q Kong, L Xu… - IEEE Journal on Selected …, 2023 - ieeexplore.ieee.org
Existing localization methods that intensively leverage the environment-specific received
signal strength (RSS) or channel state information (CSI) of wireless signals are rather …

Deep learning based wireless localization for indoor navigation

R Ayyalasomayajula, A Arun, C Wu, S Sharma… - Proceedings of the 26th …, 2020 - dl.acm.org
Location services, fundamentally, rely on two components: a mapping system and a
positioning system. The mapping system provides the physical map of the space, and the …

The case for efficient and robust RF-based device-free localization

C Xu, B Firner, Y Zhang… - IEEE Transactions on …, 2015 - ieeexplore.ieee.org
Radio frequency based device-free localization has been proposed as an alternative
localization technique. Unlike its active localization counterpart, it does not require subjects …

[HTML][HTML] Deep CNN for indoor localization in IoT-sensor systems

W Njima, I Ahriz, R Zayani, M Terre, R Bouallegue - Sensors, 2019 - mdpi.com
Currently, indoor localization is among the most challenging issues related to the Internet of
Things (IoT). Most of the state-of-the-art indoor localization solutions require a high …

Cnnloc: Deep-learning based indoor localization with wifi fingerprinting

X Song, X Fan, X He, C Xiang, Q Ye… - … Advanced & Trusted …, 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 …

[HTML][HTML] DeepLocate: Smartphone based indoor localization with a deep neural network ensemble classifier

I Ashraf, S Hur, S Park, Y Park - Sensors, 2019 - mdpi.com
A quickly growing location-based services area has led to increased demand for indoor
positioning and localization. Undoubtedly, Wi-Fi fingerprint-based localization is one of the …

[HTML][HTML] RSSI-based for device-free localization using deep learning technique

AS Abdull Sukor, LM Kamarudin, A Zakaria… - Smart Cities, 2020 - mdpi.com
Device-free localization (DFL) has become a hot topic in the paradigm of the Internet of
Things. Traditional localization methods are focused on locating users with attached …

A survey on wireless indoor localization from the device perspective

J Xiao, Z Zhou, Y Yi, LM Ni - ACM Computing Surveys (CSUR), 2016 - dl.acm.org
With the marvelous development of wireless techniques and ubiquitous deployment of
wireless systems indoors, myriad indoor location-based services (ILBSs) have permeated …