Indoor human activity recognition based on ambient radar with signal processing and machine learning
Indoor human activity recognition has been extensively investigated. However, most of the
solutions require sensors eg 9-axis IMU be equipped on human body or use image …
solutions require sensors eg 9-axis IMU be equipped on human body or use image …
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 …
monitoring are required to keep people living at home independently longer. Radar-based …
On the generalization and reliability of single radar-based human activity recognition
Identifying human activities using short-range and low-power radars has attracted much
attention among the researchers and consumer electronics industry. This paper considers …
attention among the researchers and consumer electronics industry. This paper considers …
Patient activity recognition using radar sensors and machine learning
Indoor human activity recognition is actively studied as part of creating various intelligent
systems with applications in smart home and office, smart health, internet of things, etc …
systems with applications in smart home and office, smart health, internet of things, etc …
Indoor human activity recognition using high-dimensional sensors and deep neural networks
B Vandersmissen, N Knudde, A Jalalvand… - Neural Computing and …, 2020 - Springer
Many smart home applications rely on indoor human activity recognition. This challenge is
currently primarily tackled by employing video camera sensors. However, the use of such …
currently primarily tackled by employing video camera sensors. However, the use of such …
Indoor device-free activity recognition based on radio signal
X Huang, M Dai - IEEE Transactions on Vehicular Technology, 2016 - ieeexplore.ieee.org
Activity recognition based on a wireless signal has received a lot of attention recently. Only
requiring some modification on Access Point (AP), this type of approach is applicable to …
requiring some modification on Access Point (AP), this type of approach is applicable to …
The Human Activity Radar Challenge: Benchmarking Based on the 'Radar Signatures of Human Activities' Dataset From Glasgow University
Radar is an extremely valuable sensing technology for detecting moving targets and
measuring their range, velocity, and angular positions. When people are monitored at home …
measuring their range, velocity, and angular positions. When people are monitored at home …
Multi-domains based human activity classification in radar
In human activity recognition (HAR) based on radar, significant research exists on statistical
features extracted from the spectrogram (μD), whereas the research which considers other …
features extracted from the spectrogram (μD), whereas the research which considers other …
[HTML][HTML] A Comparative Study on Recent Progress of Machine Learning-Based Human Activity Recognition with Radar
K Papadopoulos, M Jelali - Applied Sciences, 2023 - mdpi.com
The importance of radar-based human activity recognition has increased significantly over
the last two decades in safety and smart surveillance applications due to its superiority in …
the last two decades in safety and smart surveillance applications due to its superiority in …
FMCW radar sensor based human activity recognition using deep learning
Human Activity Recognition (HAR) has found many applications in several disciplines such
as smart home and elderly healthcare units. The robustness of radar sensor against the …
as smart home and elderly healthcare units. The robustness of radar sensor against the …