Indoor intelligent fingerprint-based localization: Principles, approaches and challenges

X Zhu, W Qu, T Qiu, L Zhao… - … Surveys & Tutorials, 2020 - ieeexplore.ieee.org
With the rapid development of Internet of Things (IoT) technology, location-based services
have been widely applied in the construction of smart cities. Satellite-based location …

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 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 universal Wi-Fi fingerprint localization method based on machine learning and sample differences

X Cao, Y Zhuang, X Yang, X Sun, X Wang - Satellite Navigation, 2021 - Springer
Wi-Fi technology has become an important candidate for localization due to its low cost and
no need of additional installation. The Wi-Fi fingerprint-based positioning is widely used …

Non-GPS positioning systems: A survey

ZB Tariq, DM Cheema, MZ Kamran… - ACM Computing Surveys …, 2017 - dl.acm.org
An enormous amount of research has been conducted in the area of positioning systems
and thus it calls for a detailed literature review of recent localization systems. This article …

[HTML][HTML] WiFiNet: WiFi-based indoor localisation using CNNs

N Hernández, I Parra, H Corrales, R Izquierdo… - Expert Systems with …, 2021 - Elsevier
Different technologies have been proposed to provide indoor localisation: magnetic field,
Bluetooth, WiFi, etc. Among them, WiFi is the one with the highest availability and highest …

Wi-Fi-Based Indoor Localization and Navigation: A Robot-Aided Hybrid Deep Learning Approach

X Lin, J Gan, C Jiang, S Xue, Y Liang - Sensors, 2023 - mdpi.com
Indoor localization and navigation have become an increasingly important problem in both
industry and academia with the widespread use of mobile smart devices and the …

RSSI-based floor localization using principal component analysis and ensemble extreme learning machine technique

G Qi, Y Jin, J Yan - 2018 IEEE 23rd International Conference …, 2018 - ieeexplore.ieee.org
With the increasing requirement of the location based services, the floor localization which
can determine the floor level of a mobile user in a building received much attentions. In this …

Research on fast identification technology of forged fingerprints based on the improved K-means algorithm

Z Ren - International Journal of Biometrics, 2021 - inderscienceonline.com
In order to overcome the low accuracy of the traditional method, a fast identification method
based on the improved K-mean algorithm is proposed. Spatial grid block model is …

Gradient boost decision tree fingerprint algorithm for wi-fi localization

Y Liu, Z Deng, L Yin - … Conference (CSNC) 2018 Proceedings: Volume III, 2018 - Springer
Abstract Location Based Services (LBS) is require the indoor and outdoor seamless
positioning that providing real-time, stable and high-accuracy localization and navigation …