UWB indoor localization using deep learning LSTM networks

A Poulose, DS Han - Applied Sciences, 2020 - mdpi.com
Localization using ultra-wide band (UWB) signals gives accurate position results for indoor
localization. The penetrating characteristics of UWB pulses reduce the multipath effects and …

Robust UWB indoor localization for NLOS scenes via learning spatial-temporal features

B Yang, J Li, Z Shao, H Zhang - IEEE Sensors Journal, 2022 - ieeexplore.ieee.org
Ultra-wide band (UWB) localization system suffers from deteriorating performance in
complex scenes, especially in non-line-of-sight (NLOS) conditions. In order to improve the …

Accurate indoor positioning for UWB-based personal devices using deep learning

S Sung, H Kim, JI Jung - IEEE Access, 2023 - ieeexplore.ieee.org
Recently, there has been a rapidly emerging demand for localization technologies to
provide various location-based services in indoor environments, such as smart buildings …

Localization error analysis of indoor positioning system based on UWB measurements

A Poulose, OS Eyobu, M Kim… - … on Ubiquitous and …, 2019 - ieeexplore.ieee.org
Ultra wide band (UWB) systems use time information instead of the popular received signal
strength indication (RSSI). UWB is known for its high position accuracy in localization. RSSI …

An accurate indoor user position estimator for multiple anchor uwb localization

A Poulose, Ž Emeršič, OS Eyobu… - … on information and …, 2020 - ieeexplore.ieee.org
UWB-based positioning systems have been proven to provide a significant high level of ac-
curacy hence offering a huge potential for a variety of indoor applications. However, the …

LOS/NLOS identification for indoor UWB positioning based on Morlet wavelet transform and convolutional neural networks

Z Cui, Y Gao, J Hu, S Tian… - IEEE Communications …, 2020 - ieeexplore.ieee.org
In indoor ultra-wideband (UWB) positioning systems, positioning accuracy can be improved
by determining the conditions of line-of-sight (LOS) and non-line-of-sight (NLOS) …

UWB positioning system based on LSTM classification with mitigated NLOS effects

DH Kim, A Farhad, JY Pyun - IEEE Internet of Things Journal, 2022 - ieeexplore.ieee.org
It is known that an ultrawideband (UWB)-based indoor positioning system (IPS) has superior
positioning performance and can meet the requirements of location-based services (LBSs) …

Fingerprinting-assisted UWB-based localization technique for complex indoor environments

S Djosic, I Stojanovic, M Jovanovic, T Nikolic… - Expert Systems with …, 2021 - Elsevier
Among the numerous radio-based solutions for indoor localization, ultra-wideband (UWB)
technology is of particular interest due to its signal characteristics. The wide bandwidth of the …

Identification of NLOS and multi-path conditions in UWB localization using machine learning methods

CL Sang, B Steinhagen, JD Homburg, M Adams… - Applied Sciences, 2020 - mdpi.com
In ultra-wideband (UWB)-based wireless ranging or distance measurement, differentiation
between line-of-sight (LOS), non-line-of-sight (NLOS), and multi-path (MP) conditions is …

Machine learning based approach for indoor localization using ultra-wide bandwidth (UWB) system for industrial internet of things (IIoT)

F Che, A Ahmed, QZ Ahmed, SAR Zaidi… - … Conference on UK …, 2020 - ieeexplore.ieee.org
With the rapid development of wireless communication technology and the emergence of
the Industrial Internet of Things (IIoT) s applications, high-precision Indoor Positioning …