A survey of IoT-based fall detection for aiding elderly care: Sensors, methods, challenges and future trends

ME Karar, HI Shehata, O Reyad - Applied Sciences, 2022 - mdpi.com
Remote monitoring of a fall condition or activities and daily life (ADL) of elderly patients has
become one of the essential purposes for modern telemedicine. Internet of Things (IoT) and …

Analysis of public datasets for wearable fall detection systems

E Casilari, JA Santoyo-Ramón, JM Cano-García - Sensors, 2017 - mdpi.com
Due to the boom of wireless handheld devices such as smartwatches and smartphones,
wearable Fall Detection Systems (FDSs) have become a major focus of attention among the …

[HTML][HTML] Fall detection in older adults with mobile IoT devices and machine learning in the cloud and on the edge

D Mrozek, A Koczur, B Małysiak-Mrozek - Information Sciences, 2020 - Elsevier
Remote monitoring of older adults and detecting dangers in the state of human health have
become essential elements of modern telemedicine. Falls are a frequent reason for deaths …

Umafall: A multisensor dataset for the research on automatic fall detection

E Casilari, JA Santoyo-Ramón… - Procedia Computer …, 2017 - Elsevier
The progress in the field of inertial sensor technology and the widespread popularity of
personal electronics such as smartwatches or smartphones have prompted the research on …

Online fall detection using recurrent neural networks on smart wearable devices

M Musci, D De Martini, N Blago… - … on Emerging Topics …, 2020 - ieeexplore.ieee.org
Unintentional falls can cause severe injuries and even death, especially if no immediate
assistance is given. A fall detection system aims to detect a fall as soon as it occurs …

Automatic fall detection system based on the combined use of a smartphone and a smartwatch

E Casilari, MA Oviedo-Jiménez - PloS one, 2015 - journals.plos.org
Due to their widespread popularity, decreasing costs, built-in sensors, computing power and
communication capabilities, Android-based personal devices are being seen as an …

Analysis of a smartphone-based architecture with multiple mobility sensors for fall detection with supervised learning

JA Santoyo-Ramón, E Casilari, JM Cano-García - Sensors, 2018 - mdpi.com
This paper describes a wearable Fall Detection System (FDS) based on a body-area
network consisting of four nodes provided with inertial sensors and Bluetooth wireless …

Smartphones and threshold-based monitoring methods effectively detect falls remotely: A systematic review

RA Torres-Guzman, MR Paulson, FR Avila, K Maita… - Sensors, 2023 - mdpi.com
In the US, at least one fall occurs in at least 28.7% of community-dwelling seniors 65 and
older each year. Falls had medical costs of USD 51 billion in 2015 and are projected to …

Practical fall detection based on IoT technologies: A survey

N Mozaffari, J Rezazadeh, R Farahbakhsh, S Yazdani… - Internet of things, 2019 - Elsevier
Fall is the second incident that leads to death over the world. Fall event happens to
numerous groups of people consist of elderly, babies and also younger people. Admittedly …

A feasibility study of the use of smartwatches in wearable fall detection systems

FJ González-Cañete, E Casilari - Sensors, 2021 - mdpi.com
Over the last few years, the use of smartwatches in automatic Fall Detection Systems (FDSs)
has aroused great interest in the research of new wearable telemonitoring systems for the …