Fall detection system with artificial intelligence-based edge computing

BS Lin, T Yu, CW Peng, CH Lin, HK Hsu, IJ Lee… - IEEE …, 2022 - ieeexplore.ieee.org
Falls are the second leading cause of death from unintentional injuries in older adults.
Although many systems have been used to detect falls, they are limited by the computational …

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 …

[PDF][PDF] Accelerometer-based elderly fall detection system using edge artificial intelligence architecture

OZ Salah, SK Selvaperumal, R Abdulla - International Journal of …, 2022 - academia.edu
Falls have long been one of the most serious threats to elderly people's health. Detecting
falls in real-time can reduce the time the elderly remains on the floor after a fall, hence …

An edge computing based fall detection system for elderly persons

Y Chen, X Kong, L Meng, H Tomiyama - Procedia Computer Science, 2020 - Elsevier
Image processing based fall detection has been widely studied. However, due to the
different customers and rooms, the system may not work well with the prepared training data …

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 …

Killer heuristic optimized convolution neural network-based fall detection with wearable IoT sensor devices

A Alarifi, A Alwadain - Measurement, 2021 - Elsevier
Current multi-disciplinary research views falls in the elderly as a significant worldwide public
health risk. Several fall detection systems have been created that use wearable motion …

Fall detection system based on deep learning and image processing in cloud environment

L Shen, Q Zhang, G Cao, H Xu - … of the 12th International Conference on …, 2019 - Springer
Nowadays, the safety of the elderly living alone has drawn more and more attention in
China. In view of the early warning of the fall detection and the application of the Internet of …

An IoT based device-type invariant fall detection system

S Nooruddin, MM Islam, FA Sharna - Internet of Things, 2020 - Elsevier
As the world elderly population is increasing rapidly, the use of technology for the
development of accurate and fast automatic fall detection systems has become a necessity …

Deep learning-based fall detection algorithm using ensemble model of coarse-fine CNN and GRU networks

CP Liu, JH Li, EP Chu, CY Hsieh, KC Liu… - 2023 IEEE …, 2023 - ieeexplore.ieee.org
Falls are the public health issue for the elderly all over the world since the fall-induced
injuries are associated with a large amount of healthcare cost. Falls can cause serious …

A fusion fall detection algorithm combining threshold-based method and convolutional neural network

T Xu, H Se, J Liu - Microprocessors and Microsystems, 2021 - Elsevier
Falls are one of the major causes of injury among the elderly. The fall detection solution can
automatically detect the occurrence of a fall, reducing fall-related injuries. This paper …