A Real-Time Detection of Patient's Aggressive Behaviors on a Smart Sensor

被引:0
|
作者
Inoue, Yudai [1 ]
Moshnyaga, Vasily G. [1 ]
机构
[1] Fukuoka Univ, Dept Elect Engn & Comp Sci, Fukuoka 8140180, Japan
关键词
Dementia; Agitation; Aggressive Behavior; Risk assessment; Machine learning; Sensor systems and applications; NEUROPSYCHIATRIC SYMPTOMS; DEMENTIA; AGITATION; ACCELEROMETER; MILD;
D O I
10.1109/MWSCAS60917.2024.10658928
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Patient aggression in older people with dementia is one of the most challenging problems of medical care in today's nursing homes. Existing wireless autography-based technologies help caregivers to collect data related to behavioral and psychological symptoms of dementia. However, their inability to process the data in real-time reduces the efficiency of patient assessment and affects the quality of care. In this paper we present a computationally inexpensive technique that identifies aggressive behaviors on a sensor that measures the wrist acceleration of the dominant patient hand. Experiments show that the technique effectively detects aggressive behaviors in real-time and significantly reduces the wireless data transmissions.
引用
收藏
页码:911 / 914
页数:4
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