Paper
16 June 2023 Design and research of non-invasive sleep monitor
Qiangqiang Xiong
Author Affiliations +
Proceedings Volume 12703, Sixth International Conference on Intelligent Computing, Communication, and Devices (ICCD 2023); 127032C (2023) https://doi.org/10.1117/12.2682986
Event: Sixth International Conference on Intelligent Computing, Communication, and Devices (ICCD 2023), 2023, Hong Kong, China
Abstract
Sleep is a dynamic process, which changes every day, so it is necessary to continuously measure how many nights of sleep, whether in medicine, research or health diagnosis. The essence of sleep monitoring is to monitor physiological signals, and realize sleep staging, sleep quality analysis and disease diagnosis through monitoring physiological signals. Sleep monitoring technology should not only reduce the interference of monitoring equipment to human sleep as much as possible, but also collect enough sleep physiological information for extraction and analysis. In order to realize sleep monitoring, this article proposes an intelligent data acquisition and mining algorithm based on linear regression model, which provides theoretical and technical support for the design of non-invasive sleep monitoring instrument. The simulation results show that after many iterations, the MAE of this algorithm is 21.66% lower than that of ID3 algorithm. Therefore, the application of this algorithm in the design of non-invasive sleep monitoring instrument can realize automatic sleep monitoring, and then realize intelligent control of electrical switches according to user requirements and user sleep state.
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Qiangqiang Xiong "Design and research of non-invasive sleep monitor", Proc. SPIE 12703, Sixth International Conference on Intelligent Computing, Communication, and Devices (ICCD 2023), 127032C (16 June 2023); https://doi.org/10.1117/12.2682986
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KEYWORDS
Design and modelling

Data acquisition

Data modeling

Data transmission

Sensors

Education and training

Data processing

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