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Gait identity identification method based on mobile phone acceleration sensor and system thereof

Inactive Publication Date: 2017-08-29
WUHAN UNIV OF TECH
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  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

However, iris recognition often requires the support and cooperation of high-end equipment

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  • Gait identity identification method based on mobile phone acceleration sensor and system thereof
  • Gait identity identification method based on mobile phone acceleration sensor and system thereof
  • Gait identity identification method based on mobile phone acceleration sensor and system thereof

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Embodiment Construction

[0057] In order to make the object, technical solution and advantages of the present invention clearer, the present invention will be further described in detail below in conjunction with the accompanying drawings and embodiments. It should be understood that the specific embodiments described here are only used to explain the present invention, not to limit the present invention.

[0058] In order to solve the problems of high price of wearable sensors and independent sensors and the cumbersome detection process of the recognition process, the present invention provides a technical means, that is, using the built-in acceleration sensor of the mobile phone combined with DTW (Dynamic Time Warping) and SVM (Support Vector Machine) The state is identified, and then the identity of the subject is identified.

[0059] The first choice is to carry out the training of the classifier. The embodiment of the present invention takes 12 sets of data of 7 volunteers as an example, such as ...

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Abstract

The invention discloses a gait identity identification method based on a mobile phone acceleration sensor and a system thereof. The method comprises the following steps of using a mobile phone acceleration sensor to collect gait data of a person to be measured in a section of journey; preprocessing the acquired gait data, carrying out linearity interpolation and filtering on triaxial acceleration signals x, y and z, and then synthesizing a resultant accelerated speed; carrying out period segmentation on a synthesized resultant accelerated speed sequence, using a DTW algorithm to filter a period, and filtering a disqualification period and acquiring a qualified period; extracting time domain and frequency domain characteristics from the qualified period, wherein the time domain characteristic includes 8 characteristics of an z-axis-direction average maximum acceleration speed, an average minimum acceleration speed, an average acceleration speed, a root mean square, a standard deviation, a peak value factor, kurtosis and an average absolute difference, and the frequency domain characteristic includes first five coefficients of FFT conversion and first five coefficients of DCT conversion so that 18 dimension characteristics are formed; and using a classifier which is trained in advance to identify the 18 dimension characteristics of the person to be measured.

Description

technical field [0001] The invention relates to the field of identification, in particular to a gait identification method and system based on a mobile phone acceleration sensor. Background technique [0002] In today's society, science and technology are increasingly developed, information globalization is developing rapidly, and it has penetrated into various disciplines and fields, and people's living and learning methods have also been greatly affected. Electronic equipment products have become an indispensable part of people's lives, such as mobile phones, tablet computers, personal notebooks and mp3. While these technological products bring convenience to people, they also bring great security and privacy loopholes. Today's mobile phones are no longer limited to dialing numbers and sending text messages, and personal computers are not limited to personal office work. Electronic banking, email, electronic consumption and online shopping transactions are all realized on...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06K9/00G06K9/62G06F3/0346
CPCG06F3/0346G06F2218/08G06F2218/12G06F18/2411
Inventor 汪阳晏嘉斯郑建彬詹恩奇
Owner WUHAN UNIV OF TECH
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