BmmW: A DNN-based Joint BLE and mmWave Radar System for Accurate 3D Localization

P Li, J Singh, H Cui, CA Boano - 2023 19th International …, 2023 - ieeexplore.ieee.org
Bluetooth Low Energy (BLE) has emerged as one of the reference technologies for the
development of indoor localization systems, due to its increasing ubiquity, low-cost …

Multiview variational deep learning with application to practical indoor localization

M Kim, D Han, JKK Rhee - IEEE Internet of Things Journal, 2021 - ieeexplore.ieee.org
Radio channel state information (CSI) measured with many receivers is a good resource for
localizing a transmitter device with machine learning with a discriminative model. However …

Exploiting 2D Representations for Enhanced Indoor Localization: A Transfer Learning Approach

O Kerdjidj, Y Himeur, S Atalla, A Copiaco… - IEEE Sensors …, 2024 - ieeexplore.ieee.org
Indoor localization systems predominantly depend on one-dimensional signal
measurements, such as the Received Signal Strength Indication (RSSI) from Bluetooth or …

BiLoc: Bi-modal deep learning for indoor localization with commodity 5GHz WiFi

X Wang, L Gao, S Mao - IEEE access, 2017 - ieeexplore.ieee.org
In this paper, we study fingerprinting-based indoor localization in commodity 5-GHz WiFi
networks. We first theoretically and experimentally validate three hypotheses on the channel …

An auto-encoder multitask LSTM model for boundary localization

YT Liu, JJ Chen, YC Tseng, FY Li - IEEE Sensors Journal, 2022 - ieeexplore.ieee.org
Although positioning in both indoor and outdoor environments has been investigated in-
depth individually by various means, little attention has been paid to the intersected areas of …

XAI empowered dual band Wi-Fi based indoor localization via ensemble learning

AG Kakisim, Z Turgut, T Atmaca - … on Network of the Future (NoF …, 2023 - ieeexplore.ieee.org
Wi-Fi technology is widely used in indoor positioning systems due to its ubiquitous presence
in almost every building and its cost-effectiveness without requiring additional hardware. To …

Research on indoor 3D positioning algorithm based on wifi fingerprint

L Wang, S Shang, Z Wu - Sensors, 2022 - mdpi.com
Indoor 3D positioning is useful in multistory buildings, such as shopping malls, libraries, and
airports. This study focuses on indoor 3D positioning using wireless access points (AP) in an …

A device-free indoor localization system based on supervised learning and Bluetooth Low Energy

N Kuxdorf-Alkirata, G Maus… - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
Passive, device-free indoor localization is a research field that has drawn the attention of
many researchers in the last years. A reliable, low-cost and accurate solution that does not …

A Meta-learning based Generalizable Indoor Localization Model using Channel State Information

A Owfi, CC Lin, L Guo, F Afghah… - … 2023-2023 IEEE …, 2023 - ieeexplore.ieee.org
Indoor localization has gained significant attention in recent years due to its various
applications in smart homes, industrial automation, and healthcare, especially since more …

Machine learning for practical localization system using multiview CSI

M Kim, D Han, JKK Rhee - IEEE Access, 2020 - ieeexplore.ieee.org
Various machine learning techniques on indoor localization using radio signals are being
rapidly developed to achieve a sub-meter accuracy under noisy and complex environments …