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 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 …

Long-term WiFi fingerprinting dataset for research on robust indoor positioning

GM Mendoza-Silva, P Richter, J Torres-Sospedra… - Data, 2018 - mdpi.com
WiFi fingerprinting, one of the most popular methods employed in indoor positioning,
currently faces two major problems: lack of robustness to short and long time signal changes …

EA-CNN: A smart indoor 3D positioning scheme based on Wi-Fi fingerprinting and deep learning

A Alitaleshi, H Jazayeriy, J Kazemitabar - Engineering Applications of …, 2023 - Elsevier
Accurate indoor location information in multi-building/floor environments is essential for
establishing many indoor location-based services (LBS). Wi-Fi fingerprinting with received …

Supplementary open dataset for WiFi indoor localization based on received signal strength

J Bi, Y Wang, B Yu, H Cao, T Shi, L Huang - Satellite Navigation, 2022 - Springer
Abstract Several Wireless Fidelity (WiFi) fingerprint datasets based on Received Signal
Strength (RSS) have been shared for indoor localization. However, they can't meet all the …

An explainable hybrid deep learning architecture for WiFi-based indoor localization in Internet of Things environment

Z Turgut, AG Kakisim - Future Generation Computer Systems, 2024 - Elsevier
The indoor positioning service is one of the essential services needed in the Internet of
Things ecosystem. Recently, many researchers have focused on the fingerprinting method …

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 …

Crowdsourcing-based indoor mapping using smartphones: A survey

B Zhou, W Ma, Q Li, N El-Sheimy, Q Mao, Y Li… - ISPRS Journal of …, 2021 - Elsevier
Indoor map is a fundamental element of indoor location-based services (ILBS). However,
traditional indoor mapping techniques are labor-intensive and time-consuming. The …