Deep learning-based indoor localization using multi-view BLE signal

A Koutris, T Siozos, Y Kopsinis, A Pikrakis, T Merk… - Sensors, 2022 - mdpi.com
In this paper, we present a novel Deep Neural Network-based indoor localization method
that estimates the position of a Bluetooth Low Energy (BLE) transmitter (tag) by using the …

A method of indoor positioning by signal fitting and PDDA algorithm using BLE AOA device

H Ye, B Yang, Z Long, C Dai - IEEE Sensors Journal, 2022 - ieeexplore.ieee.org
Though Global Navigation Satellite System (GNSS) has been pretty mature and widely used
in our daily life, the positioning of the indoor environment cannot be realized due to the …

A high precision indoor positioning system of BLE AOA based on ISSS algorithm

Q Wan, T Wu, K Zhang, X Liu, K Cheng, J Liu, J Zhu - Measurement, 2024 - Elsevier
This paper investigates the Bluetooth direction finding technique and combines it with the
improved signal subtraction subspace (ISSS) algorithm for precise indoor positioning. First …

ToA positioning algorithm for TDoA system architecture

A Chugunov, N Petukhov… - 2020 International …, 2020 - ieeexplore.ieee.org
This paper is devoted to synthesis of algorithm of determining coordinates for navigation
systems with TDoA architecture and testing it positioning accuracy comparing with …

A Comprehensive Review: Advances in MIMO Antenna for IOT Application

P Prakash, G Manoj, JS Immanuel - Wireless Personal Communications, 2024 - Springer
Due to enhanced data rates and channel capacity, the Multiple-Input Multiple-Output (MIMO)
antennas are mainly utilized for advanced IoT applications. The recent research carried out …

Bluetooth direction finding using recurrent neural network

P Babakhani, T Merk, M Mahlig, I Sarris… - 2021 International …, 2021 - ieeexplore.ieee.org
Multipath propagation in an indoor environment has a detrimental impact on the
performance of Angle of Arrival (AoA) estimation methods due to the existence of obstacles …

AOA-based three-dimensional multi-target localization in industrial WSNs for LOS conditions

R Zhang, J Liu, X Du, B Li, M Guizani - Sensors, 2018 - mdpi.com
High-precision and fast relative positioning of a large number of mobile sensor nodes
(MSNs) is crucial for smart industrial wireless sensor networks (SIWSNs). However …

A novel antenna system for direction finding applications using BLE 5.1 technology

I Gouzouasis, S Papaharalabos… - 2023 17th European …, 2023 - ieeexplore.ieee.org
In this paper, a novel antenna system is presented for direction finding applications. The
system can estimate the angle of arrival (AoA) of a Bluetooth low energy tag by an …

[HTML][HTML] On the Generalization of Deep Learning Models for AoA Estimation in Bluetooth Indoor Scenarios

I Pisa, G Boquet, X Vilajosana, B Martinez - Internet of Things, 2024 - Elsevier
Indoor positioning remains as one of the major challenges of the Internet of Things (IoT),
where assets are usually deployed over environments where the Global Navigation Satellite …

The impact of the covariance matrix sampling on the angle of arrival estimation accuracy

MAG Al-Sadoon, RA Abd-Alhameed, NJ McEwan - Inventions, 2019 - mdpi.com
Several works show that the linear Angle of Arrival (AoA) methods such as Projection Matrix
(PM) have low computational complexity compared to the subspace methods. Although the …