[HTML][HTML] AI based elderly fall prediction system using wearable sensors: A smart home-care technology with IOT

P Kulurkar, C kumar Dixit, VC Bharathi… - Measurement …, 2023 - Elsevier
Impairment and a substantial decline in the mobility, independence, and quality of life of an
elderly person. In this regard, the current work suggests a novel IoT-based system that …

Fall detection system for elderly people using IoT and ensemble machine learning algorithm

D Yacchirema, JS de Puga, C Palau… - Personal and Ubiquitous …, 2019 - Springer
Falls represent a major public health risk worldwide for the elderly people. A fall not assisted
in time can cause functional impairment in an elderly and a significant decrease in his …

Fall detection system for elderly people using IoT and big data

D Yacchirema, JS De Puga, C Palau… - Procedia computer science, 2018 - Elsevier
Falls represent a major public health risk worldwide for the elderly people. A fall not assisted
in time can cause functional impairment in an elder and a significant decrease in his …

A patient-specific single sensor IoT-based wearable fall prediction and detection system

W Saadeh, SA Butt, MAB Altaf - IEEE transactions on neural …, 2019 - ieeexplore.ieee.org
Falls in older adults are a major cause of morbidity and mortality and are a key class of
preventable injuries. This paper presents a patient-specific (PS) fall prediction and detection …

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 …

Internet of things and deep learning enabled elderly fall detection model for smart homecare

T Vaiyapuri, EL Lydia, MY Sikkandar, VG Díaz… - IEEE …, 2021 - ieeexplore.ieee.org
Recently, the techniques of Internet of Things (IoT) and mobile communications have been
developed to gather human and environment information data for a variety of intelligent …

A smartphone-enabled fall detection framework for elderly people in connected home healthcare

MM Hassan, A Gumaei, G Aloi, G Fortino… - ieee network, 2019 - ieeexplore.ieee.org
In recent years, connected home healthcare, which involves multiple technologies such as
wearable sensors, audio and video technology, and pervasive computing, has drawn …

A study of fall detection in assisted living: Identifying and improving the optimal machine learning method

N Thakur, CY Han - Journal of sensor and actuator networks, 2021 - mdpi.com
This paper makes four scientific contributions to the field of fall detection in the elderly to
contribute to their assisted living in the future of Internet of Things (IoT)-based pervasive …

Fall detection using LSTM and transfer learning

A Butt, S Narejo, MR Anjum, MU Yonus… - Wireless Personal …, 2022 - Springer
Prior detection for high risk of falls in elderly people is an essential and challenging task.
Wearable sensors have already proven as beneficial resource in monitoring daily living …

SmartFall: A smartwatch-based fall detection system using deep learning

TR Mauldin, ME Canby, V Metsis, AHH Ngu, CC Rivera - Sensors, 2018 - mdpi.com
This paper presents SmartFall, an Android app that uses accelerometer data collected from
a commodity-based smartwatch Internet of Things (IoT) device to detect falls. The …