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A Comparative Study on Human Movement Classification Using Wi-Fi Based Passive Forward Scattering Radar
by
Farhan Nasarudin, Muhammad Nazrin
, Ismail, Nor Najwa
, Zalina Zakaria, Nor Ayu
, Megat Ali, Megat Syahirul Amin
, Razali, Hidayatusherlina
, Alnaeb, Ali
in
Algorithms
/ Antennas
/ Artificial intelligence
/ Artificial neural networks
/ Classification
/ Comparative studies
/ Deep learning
/ Design
/ Electronic information storage and retrieval
/ Forward scattering
/ Frequency spectrum
/ Human motion
/ Information Architecture
/ Medical equipment
/ Neural networks
/ Radar
/ Radiation effects
/ Receivers & amplifiers
/ Research methodology
/ Sensors
/ Topology
/ Transmitters
2023
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A Comparative Study on Human Movement Classification Using Wi-Fi Based Passive Forward Scattering Radar
by
Farhan Nasarudin, Muhammad Nazrin
, Ismail, Nor Najwa
, Zalina Zakaria, Nor Ayu
, Megat Ali, Megat Syahirul Amin
, Razali, Hidayatusherlina
, Alnaeb, Ali
in
Algorithms
/ Antennas
/ Artificial intelligence
/ Artificial neural networks
/ Classification
/ Comparative studies
/ Deep learning
/ Design
/ Electronic information storage and retrieval
/ Forward scattering
/ Frequency spectrum
/ Human motion
/ Information Architecture
/ Medical equipment
/ Neural networks
/ Radar
/ Radiation effects
/ Receivers & amplifiers
/ Research methodology
/ Sensors
/ Topology
/ Transmitters
2023
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A Comparative Study on Human Movement Classification Using Wi-Fi Based Passive Forward Scattering Radar
by
Farhan Nasarudin, Muhammad Nazrin
, Ismail, Nor Najwa
, Zalina Zakaria, Nor Ayu
, Megat Ali, Megat Syahirul Amin
, Razali, Hidayatusherlina
, Alnaeb, Ali
in
Algorithms
/ Antennas
/ Artificial intelligence
/ Artificial neural networks
/ Classification
/ Comparative studies
/ Deep learning
/ Design
/ Electronic information storage and retrieval
/ Forward scattering
/ Frequency spectrum
/ Human motion
/ Information Architecture
/ Medical equipment
/ Neural networks
/ Radar
/ Radiation effects
/ Receivers & amplifiers
/ Research methodology
/ Sensors
/ Topology
/ Transmitters
2023
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A Comparative Study on Human Movement Classification Using Wi-Fi Based Passive Forward Scattering Radar
Journal Article
A Comparative Study on Human Movement Classification Using Wi-Fi Based Passive Forward Scattering Radar
2023
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Overview
Forward scattering radar has been widely used to classify human movements. To reduce concern of prolonged radiation exposure, Wi-Fi based passive scattering radar with bistatic topology is proposed. The movements include walking, bending, sitting, and kneeling. The enveloping algorithm applied to Wi-Fi based passive forward scattering radar signals has produced a comparable pattern to the ones from the active configuration. The features extracted from the frequency spectrum are also similar for both radar topologies. These led to comparable performance when classifying using artificial neural network. Hence, Wi-Fi can effectively reduce the cost of radar sensors.
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