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Fall Detection Using UWB Data

Published • Jun 25, 2025
NobleIDNI2P15W59R78S52
Authors:
Kamil Alp Cinar
,
Tayyip Soner Tekin
,
Oguzhan Dik

Abstract

In this study, fall detection was aimed using only distance data from Ultra-Wideband (UWB) systems. After performing missing data imputation, noise reduction, and data standardization, One-Dimensional Convolutional Neural Network (1D-CNN), Long Short-Term Memory (LSTM), and Bidirectional Long Short-...

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