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Body composition calculation method based on bioelectrical impedance, device, computer equipment and storage medium

A bioelectrical impedance and human body composition technology, applied in complex mathematical operations, medical science, sensors, etc., can solve problems such as insufficient measurement accuracy and complicated influencing factors.

Inactive Publication Date: 2020-03-24
NANJING MEDLANDER MEDICAL TECH CO LTD
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Problems solved by technology

[0005] The technical problem to be solved by the present invention is to solve the problem that the measurement accuracy is not enough due to the complexity of the influencing factors of the body composition and the correlation between the factors when the multiple linear regression prediction method is used in the prior art to analyze the body composition. Method, device, computer equipment and storage medium for calculating body composition based on bioelectrical impedance

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  • Body composition calculation method based on bioelectrical impedance, device, computer equipment and storage medium
  • Body composition calculation method based on bioelectrical impedance, device, computer equipment and storage medium
  • Body composition calculation method based on bioelectrical impedance, device, computer equipment and storage medium

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Embodiment Construction

[0076] The present invention will be described in further detail below in conjunction with the accompanying drawings and examples of implementation. It should be understood that the specific embodiments described here are only used to explain the simplest implementation steps of the present invention, and are not intended to limit the present invention.

[0077] Such as figure 1 As shown, the present invention provides a method for calculating body composition based on bioelectrical impedance, and the specific steps are as follows:

[0078] 1. Feature parameter selection.

[0079] The characteristic parameters are the influencing factors in the calculation model of body composition. There are many characteristic parameters, and it is necessary to determine the most relevant characteristic parameters of body composition. The selection of relevant feature parameters combines the results of multiple linear regression algorithms. Based on the experience of domestic and foreign...

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Abstract

The invention discloses a body composition calculation method based on bioelectrical impedance, a device, computer equipment and a storage medium. Firstly, characteristic parameters are selected; then, body composition training is carried out, including: (1) establishing a training sample database; (2) taking temporary samples and establishing a mathematical model; (3) training the mathematical model by a partial least squares method to solve the problem of multiple correlations between the characteristic parameters; and finally, the samples to be detected are input into the trained body composition mathematical model, and the body composition is obtained through analysis and calculation. The invention can accurately find influencing factors that affect the body composition, and avoids incorporating unnecessary body characteristic parameters into the body composition calculation or slipping away important body characteristic parameters. The use of the partial least squares method can avoid the multiple correlations between independent variables, and can complete the calculation under the condition of small sample size, with higher calculation accuracy than the calculation accuracyof multiple linear regressions.

Description

technical field [0001] The invention relates to a human body composition calculation method, device, computer equipment and storage medium applied to a human body composition analyzer, and belongs to the technical field of human body composition detection. Background technique [0002] With the improvement of people's living standards, the problem of obesity has become more and more serious. People are also gradually aware of the dangers of obesity, and are more concerned about whether body composition such as body fat, protein, and muscle is within a healthy range. Therefore, an accurate, simple and fast method for measuring body composition is very necessary, which can help the measurer to detect his own health status. [0003] Over the past few decades, many national experts and scholars have adopted many methods and developed many body composition analysis equipment for measuring body composition. The main methods are: underwater weighing method, air substitution metho...

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Application Information

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IPC IPC(8): A61B5/053G06F17/18
CPCA61B5/0537A61B5/4869G06F17/18
Inventor 杨瑞嘉史志怀王超马掌印
Owner NANJING MEDLANDER MEDICAL TECH CO LTD
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