Continuous human activity recognition for arbitrary directions with distributed radars

RG Guendel, M Unterhorst, E Gambi… - 2021 IEEE Radar …, 2021 - ieeexplore.ieee.org
Continuous Activities of Daily Living (ADL) recognition in an arbitrary movement direction
using five distributed pulsed Ultra-Wideband (UWB) radars in a coordinated network is …

Distributed radar fusion and recurrent networks for classification of continuous human activities

RG Guendel, F Fioranelli… - IET Radar, Sonar & …, 2022 - Wiley Online Library
Abstract Continuous Human Activity Recognition (HAR) in arbitrary directions is investigated
in this paper using a network of five spatially distributed pulsed Ultra‐Wideband radars …

Distributed radar-based human activity recognition using vision transformer and CNNs

Y Zhao, RG Guendel, A Yarovoy… - 2021 18th European …, 2022 - ieeexplore.ieee.org
The feasibility of classifying human activities measured by a distributed ultra-wideband
(UWB) radar system using Range-Doppler (RD) images as the input to classifiers is …

Complex field-based fusion network for human activities classification with radar

J Guo, C Shu, Y Zhou, K Wang… - … Conference (IET IRC …, 2020 - ieeexplore.ieee.org
In the context of assisted living, human activity recognition (HAR) is of increased importance
to maintain people at home living independently longer. Compared with directly using …

UWB and WiFi systems as passive opportunistic activity sensing radars

MJ Bocus, K Chetty, RJ Piechocki - 2021 IEEE Radar …, 2021 - ieeexplore.ieee.org
Human Activity Recognition (HAR) is becoming increasingly important in smart homes and
healthcare applications such as assisted-living and remote health monitoring. In this paper …

Human activity classification with radar signal processing and machine learning

M Jia, S Li, J Le Kernec, S Yang… - … conference on UK …, 2020 - ieeexplore.ieee.org
As the number of older adults increases worldwide, new paradigms for indoor activity
monitoring are required to keep people living at home independently longer. Radar-based …

Activity recognition using ultra wide band range-time scan

A Chowdhury, T Das, S Rani… - 2020 28th European …, 2021 - ieeexplore.ieee.org
Automated detection of Activities of Daily Living (ADL) is gaining importance for its
application in smart living, elderly car, healthcare, to name a few. In this paper a novel …

Continuous human activity recognition with distributed radar sensor networks and CNN–RNN architectures

S Zhu, RG Guendel, A Yarovoy… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Unconstrained human activities recognition with a radar network is considered. A hybrid
classifier combining both convolutional neural networks (CNNs) and recurrent neural …

Continuous human activity classification from FMCW radar with Bi-LSTM networks

A Shrestha, H Li, J Le Kernec… - IEEE Sensors …, 2020 - ieeexplore.ieee.org
Recognition of human movements with radar for ambient activity monitoring is a developed
area of research that yet presents outstanding challenges to address. In real environments …

Radar human motion recognition using motion states and two-way classifications

MG Amin, RG Guendel - 2020 IEEE International Radar …, 2020 - ieeexplore.ieee.org
We perform classification of Activities of Daily Living (ADL) using a Frequency-Modulated
Continuous Waveform (FMCW) radar. In particular, we consider contiguous motions that are …