A survey of machine learning for indoor positioning

A Nessa, B Adhikari, F Hussain, XN Fernando - IEEE access, 2020 - ieeexplore.ieee.org
… of machine learning for accurate indoor positioning. INDEX TERMS Indoor positioning
We found machinelearning approaches have great potential to overcome these challenges …

Comprehensive analysis of applied machine learning in indoor positioning based on wi-fi: An extended systematic review

V Bellavista-Parent, J Torres-Sospedra… - Sensors, 2022 - mdpi.com
… In this paper, we have shown an analysis of the use of machine learning for indoor positioning
in Wi-Fi based systems. The starting point has been a systematic review, following the …

Machine learning in indoor visible light positioning systems: A review

HQ Tran, C Ha - Neurocomputing, 2022 - Elsevier
… In this paper, we focus on analyzing, evaluating, and summarizing machine learning (ML) …
groups: supervised learning, unsupervised learning, reinforcement, and deep learning. To the …

New trends in indoor positioning based on WiFi and machine learning: A systematic review

V Bellavista-Parent, J Torres-Sospedra… - … Indoor Positioning …, 2021 - ieeexplore.ieee.org
… alternatives for indoor positioning. Nevertheless, the most popular indoor positioning mecha…
of the use of machine learning algorithms for indoor positioning based on WiFi signals in …

A comparative study on machine learning algorithms for indoor positioning

S Bozkurt, G Elibol, S Gunal… - … on Innovations in …, 2015 - ieeexplore.ieee.org
learning algorithm. In this paper, selected machine learning algorithms are compared in
terms of positioning accuracy and computation time. In the experiments, UJIIndoorLoc …

A novel smartphone application for indoor positioning of users based on machine learning

E Homayounvala, M Nabati, R Shahbazian… - Adjunct proceedings of …, 2019 - dl.acm.org
… ’s position in an indoor scenario. We studied fingerprint positioning for indoor environments.
… maximum likelihood approaches used for fingerprint positioning. We used a probabilistic …

Machine learning for time-of-arrival estimation with 5G signals in indoor positioning

Z Liu, L Chen, X Zhou, Z Jiao, G Guo… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
… with real 5G downlink reference signal for indoor positioning. The field tests verified the …
5G signals is promising for indoor navigaiton. In this paper, machine learning (ML) algorithms …

RFID-based indoor positioning using edge machine learning

M Merenda, L Catarinucci, R Colella… - IEEE Journal of …, 2022 - ieeexplore.ieee.org
… In this paper, a novel system for indoor positioning based on RFID standard polling
features, which exploits on-board feature selection and direct multi-output regression inference …

Bluetooth based indoor positioning using machine learning algorithms

P Sthapit, HS Gang, JY Pyun - 2018 IEEE International …, 2018 - ieeexplore.ieee.org
… -the-art machine learning approach for fingerprinting. This paper proposes a BLE based
machine learning location and tracking system for indoor positioning. The experimental results …

A review of indoor positioning systems for UAV localization with machine learning algorithms

C Sandamini, MWP Maduranga, V Tilwari, J Yahaya… - Electronics, 2023 - mdpi.com
… -based wireless technologies, machine learning (ML) algorithms and ranging techniques
that are used for UAV indoor positioning systems. UAV indoor localization typically relies on …