CSI-based multi-antenna and multi-point indoor positioning using probability fusion

E Gönültaş, E Lei, J Langerman… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Channel state information (CSI)-based fingerprinting via neural networks (NNs) is a
promising approach to enable accurate indoor and outdoor positioning of user equipment …

Deep transfer learning for WiFi localization

P Li, H Cui, A Khan, U Raza… - 2021 IEEE radar …, 2021 - ieeexplore.ieee.org
This paper studies a WiFi indoor localisation technique based on using a deep learning
model and its transfer strategies. We take CSI packets collected via the WiFi standard …

A survey of machine learning in pedestrian localization systems: Applications, open issues and challenges

VF Mirama, LE Diez, A Bahillo, V Quintero - IEEE Access, 2021 - ieeexplore.ieee.org
With the popularization of machine learning (ML) techniques and the increased chipset's
performance, the application of ML to pedestrian localization systems has received …

Open RAN meets semantic communications: A synergistic match for open, intelligent, and knowledge-driven 6G

P Li, A Aijaz - 2023 IEEE Conference on Standards for …, 2023 - ieeexplore.ieee.org
Improving sustainability, enhancing spectral and energy efficiency, and bringing in-network
intelligence and reasoning are the driving forces for 6G. In this context, semantic …

HyperTracking: Exploring the Hyperbolic Model for Non-line-of-sight Device-free Wi-Fi Tracking

X Xu, X Meng, X Tong, X Liu, X Xie, W Qu - Proceedings of the ACM on …, 2024 - dl.acm.org
Wireless sensing technology allows for non-intrusive sensing without the need for physical
sensors worn by the target, enabling a wide range of applications, such as indoor tracking …

BmmW: A DNN-based joint BLE and mmWave radar system for accurate 3D localization with goal-oriented communication

P Li, J Singh, H Cui, CA Boano - Pervasive and Mobile Computing, 2024 - Elsevier
Abstract 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 …

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 …

Self-supervised wifi-based activity recognition

HS Lau, R McConville, MJ Bocus, RJ Piechocki… - arXiv preprint arXiv …, 2021 - arxiv.org
Traditional approaches to activity recognition involve the use of wearable sensors or
cameras in order to recognise human activities. In this work, we extract fine-grained physical …

Bayesian optimisation-assisted neural network training technique for radio localisation

X Liu, P Li, Z Zhu - 2022 IEEE 95th Vehicular Technology …, 2022 - ieeexplore.ieee.org
Radio signal-based (indoor) localisation technique is important for IoT applications such as
smart factory and warehouse. Through machine learning, especially neural networks …

Self-supervised wifi-based activity recognition

MJ Bocus, HS Lau, R McConville… - 2022 IEEE …, 2022 - ieeexplore.ieee.org
Traditional approaches to activity recognition involve the use of wearable sensors or
cameras in order to recognise human activities. In this work, we extract fine-grained physical …