Recognizing activities of daily living from UWB radars and deep learning

J Maitre, K Bouchard, C Bertuglia, S Gaboury - Expert Systems with …, 2021 - Elsevier
Since years, the number of seniors increases while, at the same time, we observe a
diminution of the potential support ratio. In order to overcome this limitation, solutions …

Activity recognition in smart homes using UWB radars

K Bouchard, J Maitre, C Bertuglia, S Gaboury - Procedia Computer Science, 2020 - Elsevier
In the last decade, smart homes have transitioned from a potential solution for aging-in-
place to a real set of technologies being deployed in the real-world. This technological …

Ultra-wideband radar-based activity recognition using deep learning

FM Noori, MZ Uddin, J Torresen - IEEE Access, 2021 - ieeexplore.ieee.org
With recent advances in the field of sensing, it has become possible to build better assistive
technologies. This enables the strengthening of eldercare with regard to daily routines and …

Data filtering and deep learning for enhanced human activity recognition from UWB radars

J Maitre, K Bouchard, S Gaboury - Journal of Ambient Intelligence and …, 2023 - Springer
Human activity recognition (HAR) is among the most popular research topics. Indeed,
recognizing human activities can help provide appropriate assistance to older adults and …

Denoising UWB Radar Data for Human Activity Recognition Using Convolutional Autoencoders

V Lafontaine, K Bouchard, J Maitre, S Gaboury - IEEE Access, 2023 - ieeexplore.ieee.org
Human Activity Recognition (HAR) is one of the most popular research topics thanks to its
usefulness in providing targeted, meaningful assistance to older adults. Because of the …

A Deep Learning‐Based Framework for Human Activity Recognition in Smart Homes

A Mihoub - Mobile Information Systems, 2021 - Wiley Online Library
Human behavior modeling in smart environments is a growing research area treating
several challenges related to ubiquitous computing, pattern recognition, and ambient …

Device-free activity recognition using ultra-wideband radios

S Sharma, H Mohammadmoradi… - 2019 International …, 2019 - ieeexplore.ieee.org
Human Activity Recognition (HAR) is a fundamental building block for the current trend of
smart devices in Internet of Things (IoT). Ultra-Wideband RF technology has been used in …

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 …

Segmented convolutional gated recurrent neural networks for human activity recognition in ultra-wideband radar

H Du, T Jin, Y He, Y Song, Y Dai - Neurocomputing, 2020 - Elsevier
The automatic detection and recognition of human activities are valuable for physical
security, gaming, and intelligent interface. Compared to an optical recognition system, radar …

IoT wearable sensor and deep learning: An integrated approach for personalized human activity recognition in a smart home environment

V Bianchi, M Bassoli, G Lombardo… - IEEE Internet of …, 2019 - ieeexplore.ieee.org
Human activity recognition (HAR) is currently recognized as a key element of a more
general framework designed to perform continuous monitoring of human behaviors in the …