家电科技Issue(z1)：155-160,6.DOI:10.19784/j.cnki.issn1672-0172.2024.99.032
超宽带雷达睡眠分期检测技术研究及其在空调上的应用
Research on sleep stage detection technology of UWB radar and its application in air conditioning
毛跃辉 1张裕松 2梁博 2陶梦春2
作者信息
- 1. 珠海格力电器股份有限公司 广东 珠海 519060||珠海艾维普信息技术有限公司 广东 珠海 519099
- 2. 珠海格力电器股份有限公司 广东 珠海 519060
- 折叠
摘要
Abstract
Aiming at the problem that it is difficult for existing environmental appliances to improve human sleep environment in real time and personalized,a new technology for detecting human sleep signs based on ultra-wideband radar was proposed.The technology uses ultra-wideband radar to capture physiological signals during sleep.The classification model is constructed by deep neural network to realize real-time and accurate recognition of sleep stages.Further,according to the sleep staging results,the system automatically executes the corresponding environmental control logic to optimize the sleep environment.In the verification stage,a set of air conditioning automatic control system was established.Through the effect test,the accuracy of the system in detecting sleep stages and the actual operation performance of the functional logic were verified,which proved that the system has certain potential to improve sleep.关键词
超宽带雷达/睡眠分期/神经网络/空调控制Key words
Ultra-wideband radar/Sleep stages/Neural network/Air conditioning control分类
信息技术与安全科学引用本文复制引用
毛跃辉,张裕松,梁博,陶梦春..超宽带雷达睡眠分期检测技术研究及其在空调上的应用[J].家电科技,2024,(z1):155-160,6.
