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公开(公告)号:US11790073B2
公开(公告)日:2023-10-17
申请号:US17035752
申请日:2020-09-29
Applicant: SHENZHEN UNIVERSITY
Inventor: Kaishun Wu , Yandao Huang , Lin Chen
IPC: H04L29/06 , G06F21/35 , G01M7/02 , G06F1/16 , G06F9/30 , G06F21/31 , G06F18/214 , G06F18/2413
CPC classification number: G06F21/35 , G01M7/025 , G06F1/163 , G06F9/3001 , G06F18/214 , G06F18/24147 , G06F21/316
Abstract: A vibration signal-based smartwatch authentication method includes generating incremental vibration signals using a vibration motor in a smartwatch; performing frequency band-based hierarchical endpoint segmentation to obtain vibration signals at a plurality of frequency bands; extracting frequency-domain features for the vibration signals at the plurality of frequency bands; training a dynamic time warping model by taking the vibration signals at the plurality of frequency bands as a training data set, training a nearest neighbor model by taking the extracted frequency-domain features as training data; collecting to-be-authenticated vibration signals which are processed to serve as test data signals; discriminating similarities between the test data signals and corresponding training data signals through the dynamic time warping model, giving a classification result through the nearest neighbor model, performing weighted calculation on a discrimination result of the dynamic time warping model and a discrimination result of the nearest neighbor model to obtain an authentication result.
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公开(公告)号:US12231256B2
公开(公告)日:2025-02-18
申请号:US17792698
申请日:2020-09-07
Applicant: SHENZHEN UNIVERSITY
Inventor: Kaishun Wu , Lin Chen , Cong Li , Yandao Huang
IPC: H04W12/33 , H04L12/28 , H04L67/12 , H04M1/72448
Abstract: A method and a system for recognizing a two-dimensional (2D) movement track based on a smart watch is provided. The method comprises: acquiring accelerometer signal data and gyroscope signal data of the smart watch; estimating a tilt angle of the smart watch by using the accelerometer signal data and correcting the gyroscope signal data by using the tilt angle; and calculating angle value information of the smart watch by using the corrected gyroscope signal data and estimating a coordinate point. According to the present application, the movement track of the smart watch can be accurately estimated by using the accelerometer and the gyroscope built in the smart watch.
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公开(公告)号:US11544977B2
公开(公告)日:2023-01-03
申请号:US17037754
申请日:2020-09-30
Applicant: SHENZHEN UNIVERSITY
Inventor: Kaishun Wu , Yandao Huang , Wenkai Yang , Lin Chen
Abstract: A vibration-based authentication method for an access control system includes: collecting vibration signals generated by a built-in vibration motor in an authentication device; filtering, denoising, and performing endpoint segmentation on the collected vibration signals, and extracting vibration signals containing effective touch; performing an alignment on the segmented vibration signals; performing a fast Fourier transform on the aligned vibration signals to obtain frequency-domain data, extracting frequency-domain features obtained after alignment and features obtained before alignment to construct a training data set, and storing the training data set in a database of the authentication device; using a new unlock signal generated when a user touches the authentication device as test data, and processing the test data to obtain test data containing effective touch; and matching and classifying the test data containing effective touch with the training data set by using a machine learning classification model, to obtain an authentication result.
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