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 …

WiFi FTM, UWB and cellular-based radio fusion for indoor positioning

CS Álvarez-Merino, HQ Luo-Chen, EJ Khatib, R Barco - Sensors, 2021 - mdpi.com
High-precision indoor localisation is becoming a necessity with novel location-based
services that are emerging around 5G. The deployment of high-precision indoor location …

Magnetoquasistatic Positioning: Recent Advances, Applications, Potential Solutions, and Future Prospects

B Qian, X Guo, GO Boateng, R An, H Liu… - IEEE Internet of …, 2025 - ieeexplore.ieee.org
Wireless positioning in environments where global positioning system (GPS) signals are
unavailable—such as indoors, underground, and underwater—has become a research …

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 …

DarLoc: Deep learning and data-feature augmentation based robust magnetic indoor localization

Q Wang, J Jia, Y Deng, J Chen, X Wang… - Expert Systems with …, 2024 - Elsevier
Magnetic-based indoor localization has attracted considerable attention due to the
pervasiveness of geomagnetic fields and is free of extra infrastructures. However, existing …

Improved CNN-based magnetic indoor positioning system using attention mechanism

M Abid, P Compagnon… - … Conference on Indoor …, 2021 - ieeexplore.ieee.org
Geomagnetic field fingerprinting is emerging as the most feasible and cost-effective
alternative to WiFi and Bluetooth fingerprinting due to the omnipresence of magnetic field …

Deeplocbox: Reliable fingerprinting-based indoor area localization

M Laska, J Blankenbach - Sensors, 2021 - mdpi.com
Location-based services (LBS) have gained increasing importance in our everyday lives
and serve as the foundation for many smartphone applications. Whereas Global Navigation …

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 …

Survey of machine learning methods applied to urban mobility

DB Ahmed, EM Diaz - IEEE Access, 2022 - ieeexplore.ieee.org
To increase the sustainability in urban mobility, it is necessary to optimally combine public
and shared vehicles throughout a passenger's trip. In this work, we present a survey on …

Transfer learning enhanced AR spatial registration for facility maintenance management

K Chen, J Yang, JCP Cheng, W Chen, CT Li - Automation in Construction, 2020 - Elsevier
Augmented reality (AR), which requires a spatial registration technique, has proved to
greatly improve the efficiency of facility maintenance management (FMM) activities. Being …