Automatically Segmenting Physical Performance Test Items for Older Adults Using a Doppler Radar: a Proof of Concept Study

Assessing the performance of physical activities through the modified physical performance test (mPPT) is a known approach for predicting the frailty level in older adults. This study proposes a system comprising of a continuous-wave (CW) radar for data acquisition and deep neural network (DNN) mode...

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Veröffentlicht in:	IEEE access 2021-01, Vol.9, p.1-1
Hauptverfasser:	Zhang, Yiyuan, Babarinde, Oluwatosin John, Han, Pengxuan, Wang, Xiangyu, Karsmakers, Peter, Schreurs, Dominique, Verschueren, Sabine, Vanrumste, Bart
Format:	Artikel
Sprache:	eng
Schlagworte:	Activity performance monitoring Adults Artificial neural networks Classification Continuous radiation Convolutional neural networks Data models deep learning Doppler radar Feature extraction frailty level Legged locomotion Machine learning Medical services Neural networks older adults Older people Performance tests radar sensor Recurrent neural networks Segments Stairways Wearable computers
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