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 …

Recent advances in pedestrian inertial navigation based on smartphone: A review

Q Wang, M Fu, J Wang, H Luo, L Sun, Z Ma… - IEEE Sensors …, 2022 - ieeexplore.ieee.org
Indoor location-based service is a hot research topic whose application market size is
expected to grow from 41 billion by 2022 and 58 billion by 2023. As a portable …

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 …

Comparing the performance of indoor localization systems through the EvAAL framework

F Potortì, S Park, AR Jimenez Ruiz, P Barsocchi… - Sensors, 2017 - mdpi.com
In recent years, indoor localization systems have been the object of significant research
activity and of growing interest for their great expected social impact and their impressive …

STELLAR: Siamese multiheaded attention neural networks for overcoming temporal variations and device heterogeneity with indoor localization

D Gufran, S Tiku, S Pasricha - IEEE Journal of Indoor and …, 2023 - ieeexplore.ieee.org
Smartphone-based indoor localization has emerged as a cost-effective and accurate
solution to localize mobile and IoT devices indoors. However, the challenges of device …

The smartphone-based offline indoor location competition at IPIN 2016: Analysis and future work

J Torres-Sospedra, AR Jiménez, S Knauth, A Moreira… - Sensors, 2017 - mdpi.com
This paper presents the analysis and discussion of the off-site localization competition track,
which took place during the Seventh International Conference on Indoor Positioning and …

IndoorLoc platform: A public repository for comparing and evaluating indoor positioning systems

R Montoliu, E Sansano… - … on indoor positioning …, 2017 - ieeexplore.ieee.org
This paper presents the IndoorLoc Platform, a public repository for comparing and
evaluating indoor positioning algorithms and sharing datasets. The proposed web platform …

The IPIN 2019 indoor localisation competition—Description and results

F Potorti, S Park, A Crivello, F Palumbo… - IEEE …, 2020 - ieeexplore.ieee.org
IPIN 2019 Competition, sixth in a series of IPIN competitions, was held at the CNR Research
Area of Pisa (IT), integrated into the program of the IPIN 2019 Conference. It included two on …

The impact of height on indoor positioning with magnetic fields

D Hanley, ASD De Oliveira, X Zhang… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
Steel studs, heating, ventilation, and air conditioning (HVAC) systems, rebar, and many
other building components produce spatially varying magnetic fields. Magnetometers can …

A Review of Open Access WiFi Fingerprinting Datasets for Indoor Positioning

X Feng, KA Nguyen, Z Luo - IEEE Access, 2024 - ieeexplore.ieee.org
WiFi fingerprinting is one of the most widely used techniques for indoor positioning systems.
However, existing fingerprinting datasets came in different shapes and forms with varying …