Method of detecting difficult airway, electronic equipment thereof and storage medium

A detection method and airway technology, applied in speech analysis, speech recognition, instruments, etc., can solve the problems of difficulty in popularization, high requirements of doctors, and strong subjectivity of test results, achieving convenient detection, convenient transmission, and solving cumbersome problems. Effect

Pending Publication Date: 2022-01-14
SHANGHAI JIAO TONG UNIV +1
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  • Abstract
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  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0009] In order to at least solve the problem that the detection of difficult airway in the prior art has h

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  • Method of detecting difficult airway, electronic equipment thereof and storage medium
  • Method of detecting difficult airway, electronic equipment thereof and storage medium
  • Method of detecting difficult airway, electronic equipment thereof and storage medium

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Embodiment Construction

[0033] In order to make the purpose, technical solutions and advantages of the embodiments of the present invention clearer, the technical solutions in the embodiments of the present invention will be clearly and completely described below in conjunction with the drawings in the embodiments of the present invention. Obviously, the described embodiments It is a part of embodiments of the present invention, but not all embodiments. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without creative efforts fall within the protection scope of the present invention.

[0034] Such as figure 1 Shown is a flowchart of a difficult airway detection method provided by an embodiment of the present invention, including the following steps:

[0035] S11: Perform acoustic feature extraction and voice activity detection on the user's voice audio;

[0036] S12: Perform average pooling processing on the extracted acoustic...

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Abstract

The embodiment of the invention provides a method for detecting a difficult airway. The method comprises the following steps: carrying out acoustic feature extraction and voice activity detection on voice audio of a user; carrying out average pooling processing on the extracted acoustic features to obtain a first embedded vector; inputting the sound production frame after activity detection into a deep speaker model used for representing a speaker of the difficult airway to obtain a second embedded vector representing the difficult airway; and inputting the first embedded vector and the second embedded vector into a support vector machine to detect the difficult airway. The embodiment of the invention further provides a detection system for the difficult airway. The embodiment of the invention realizes the detection of the difficult airway based on the voice technology. The problems that a traditional method is tedious, high in professional requirement and not accurate enough are solved. The speaker embedding well characterizes the physical structure of the airway. The voice signal is convenient to transmit, so that the user can detect only by using edge equipment, and the detection of the user is greatly facilitated.

Description

technical field [0001] The invention relates to the field of physiological structure detection, in particular to a detection method for a difficult airway, an electronic device and a storage medium thereof. Background technique [0002] Difficult airway refers to the special airway structure of the human body, which makes it difficult for a conventionally trained anesthesiologist to perform mask ventilation or tracheal intubation on the human body. Failure to detect a difficult airway on physical examination is the most important contributor to major complications associated with long-term morbidity, accounting for 25% of anesthesia-related deaths. Accurate detection of a potentially difficult airway is key to reducing morbidity and mortality from failed airway management. However, existing clinical assessments of difficult airways are neither convenient nor accurate. [0003] The extraction of several physical features used in clinical practice to detect difficult airways...

Claims

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Application Information

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IPC IPC(8): G10L15/22G10L17/22
CPCG10L15/22G10L17/22
Inventor 钱彦旻周之恺夏明姜虹曹爽
Owner SHANGHAI JIAO TONG UNIV
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