A Prediction Method of Elderly Cognitive Impairment Based on Edge Intelligence and Multimodal Perception

Shuhao Zhang, Lei Mu, Wei Xiao, Huanhuan Huang, Yan Xiang
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引用次数: 1

Abstract

The situation of population aging in our country is severe, and the incidence of cognitive impairment in the elderly is gradually increasing, which seriously affects the lives of the elderly. Monitoring the daily behavior of the elderly in the early stage of cognitive impairment, proactively finding out the signs of cognitive impairment, and providing corresponding cognitive training in time can effectively delay the development of cognitive impairment. To find a prediction method which can identify the signs of cognitive impairment under the premise of protecting user privacy, this article uses the Internet of Things system to monitor and record the daily activities of the elderly. Then Back Propagation Neural Network (BPNN) is utilized to assist the diagnosis of cognitive impairment. This paper carried out experiments to verify the accuracy rate of acquisition and that of recognition by BPNN. The experimental results show that the system has better feasibility and higher recognition accuracy.
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基于边缘智能和多模态感知的老年认知障碍预测方法
我国人口老龄化形势严峻,老年人认知功能障碍的发病率逐渐增加,严重影响了老年人的生活。在认知障碍早期监测老年人的日常行为,主动发现认知障碍的迹象,及时提供相应的认知训练,可以有效延缓认知障碍的发展。为了寻找一种能够在保护用户隐私的前提下识别认知障碍迹象的预测方法,本文利用物联网系统对老年人的日常活动进行监测和记录。然后利用反向传播神经网络(BPNN)辅助认知障碍的诊断。本文通过实验验证了bp神经网络的采集准确率和识别准确率。实验结果表明,该系统具有较好的可行性和较高的识别精度。
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