Human movement and breath detecting method and system based on CSI signal in Wi-Fi
A detection method, a technology of human body movement, applied in the evaluation of respiratory organs, informatics, medical informatics, etc., can solve problems such as the inability to meet the precise detection of human body status, and achieve the effect of good accuracy and high accuracy
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[0034] One or more embodiments, such as figure 1 As shown, the multi-person motion and breathing detection method based on the CSI signal in Wi-Fi mainly includes the following steps: 1. Collect data; 2. Data integration; 3. Filtering and standardization; 4. Model building; 5. Applied models for human behavior and breath recognition.
[0035] One or more embodiments, such as figure 2 As shown, the steps for identifying the CSI signal are:
[0036] 1. Collect raw data.
[0037] 2. Processing data.
[0038] Because the change of CSI is very small and contains environmental noise; because this method will retain part of the noise data for modeling, it uses two Butterworth filters for filtering; because the transmission power of different Wi-Fi devices has a certain impact on CSI data , and in order to speed up the modeling speed and improve the accuracy, it is necessary to normalize the data.
[0039] 3. Input the processed data into the model for classification.
[0040] ...
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