Transforming large-size to lightweight deep neural networks for IoT applications

R Mishra, H Gupta - ACM Computing Surveys, 2023 - dl.acm.org
Deep Neural Networks (DNNs) have gained unprecedented popularity due to their high-
order performance and automated feature extraction capability. This has encouraged …

The LOS/NLOS classification method based on deep learning for the UWB localization system in coal mines

Y Zhao, M Wang - Applied Sciences, 2022 - mdpi.com
A localization system is one of the basic requirements for coal mines. Ultra-wideband
(UWB), as a technology with broad application prospects, is considered to have great …

Robust localization of key fob using channel impulse response of ultra wide band sensors for keyless entry systems

A Kolli, F Casamassima, H Possegger… - ICASSP 2024-2024 …, 2024 - ieeexplore.ieee.org
Using neural networks for localization of key fob within and surrounding a car as a security
feature for keyless entry is fast emerging. In this paper we study: 1) the performance of pre …

Position tracking using likelihood modeling of channel features with Gaussian processes

S Kram, C Kraus, T Feigl, M Stahlke, J Robert… - arXiv preprint arXiv …, 2022 - arxiv.org
Recent localization frameworks exploit spatial information of complex channel
measurements (CMs) to estimate accurate positions even in multipath propagation …

Ubiquitous Indoor Fine-Grained Positioning and Tracking: A Channel Response Perspective

C Li, E Tanghe, S Pollin, W Joseph - arXiv preprint arXiv:2209.12158, 2022 - arxiv.org
The future of location-aided applications is shaped by the ubiquity of Internet-of-Things
devices. As an increasing amount of commercial off-the-shelf radio devices support channel …

Data-driven Wireless Positioning

M Stahlke, T Feigl, S Kram, J Ott, J Seitz… - … : From Theory to …, 2024 - Springer
Radio-based indoor localization is a crucial enabler for various tasks like robot navigation or
quality assurance in industrial assembly. However, especially industrial environments often …

From Compression of Wearable-based Data to Effortless Indoor Positioning

L Klus - 2023 - trepo.tuni.fi
In recent years, wearable devices have become ever-present in modern society. They are
typically defined as small, battery-restricted devices, worn on, in, or in very close proximity to …