A signal detection system for judging sleep apnea

A technology for sleep apnea and signal detection, which is applied in the field of sleep apnea signal research, and can solve problems such as low classification accuracy, affecting judgment, and inaccurateness

Active Publication Date: 2021-05-18
SOUTH CHINA NORMAL UNIVERSITY
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Problems solved by technology

However, general portable detection equipment has a relatively simple processing method for the acquired vital sign signals, and its classification methods and feature engineering detection methods are mostly limited to single-dimensional empirical statistics, and multi-dimensional features are not combined to effectively train the signal detection model. Therefore, General portable medical detection equipment has the problem that the classification accuracy is not high, and the acquired probability data of apnea during sleep is not accurate enough, which will directly affect the doctor's judgment on whether apnea occurs during sleep.

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  • A signal detection system for judging sleep apnea
  • A signal detection system for judging sleep apnea
  • A signal detection system for judging sleep apnea

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Embodiment Construction

[0040] Reference will now be made in detail to the exemplary embodiments, examples of which are illustrated in the accompanying drawings. When the following description refers to the accompanying drawings, the same numerals in different drawings refer to the same or similar elements unless otherwise indicated. The implementations described in the following exemplary examples do not represent all implementations consistent with the present invention. Rather, they are merely examples of apparatuses and methods consistent with aspects of the invention as recited in the appended claims.

[0041] The terminology used in the present invention is for the purpose of describing particular embodiments only and is not intended to limit the invention. As used herein and in the appended claims, the singular forms "a", "the", and "the" are intended to include the plural forms as well, unless the context clearly dictates otherwise. It should also be understood that the term "and / or" as use...

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Abstract

The present invention provides a signal detection method and system for judging sleep apnea. The signal detection method includes the following steps: acquiring the vital sign signal of the user during sleep; performing structured processing on the vital sign signal of the user during sleep to remove invalid Get the effective sign signal set; extract and use the multi-dimensional morphological features of the sleep breathing sample signal to perform feature training on the initial model of the classifier to obtain the sleep breathing detection model; input the effective sign signal set into the sleep breathing detection model for signal processing to obtain the user's sleep Probability data for occurrence of apnea. The signal detection method for judging sleep apnea uses multi-dimensional morphological features to perform feature training on the initial model of the classifier, so that the performance of the sleep apnea detection model is more robust, and a more accurate probability of apnea occurring when the user sleeps can be obtained data, so that it is convenient to judge whether a sleep apnea event has occurred.

Description

technical field [0001] The invention relates to the research field of sleep breathing signals, in particular to a signal detection system for judging sleep apnea. Background technique [0002] Sleep is an important physiological activity that plays a key role in the physical and spiritual self-recovery of the human body. In recent years, with the acceleration of people's life rhythm and the increase of work pressure, people's awareness of their own health is increasing, and various portable medical testing equipment has been popularized in home life applications. However, general portable detection equipment has a relatively simple processing method for the acquired vital sign signals, and its classification methods and feature engineering detection methods are mostly limited to single-dimensional empirical statistics, and multi-dimensional features are not combined to effectively train the signal detection model. Therefore, General portable medical detection equipment has ...

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): A61B5/00
CPCA61B5/4818A61B5/7267A61B5/7203G16H50/50G16H50/20G16H50/70G06N20/20G06N20/10G06N5/01A61B5/1102
Inventor 张涵李思桦梁敬贤朱玮玮叶颂斌余宝贤
Owner SOUTH CHINA NORMAL UNIVERSITY
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