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Myoelectric prosthesis control source lead optimization method based on correlation coefficients

A technology of correlation coefficient and optimization method, applied in the direction of prosthesis, medical science, etc., can solve the problems of low flexibility of prosthesis, poor degree of freedom, affecting the portability and control efficiency of EMG prosthesis, etc., to save forecast time and achieve a considerable market. Prospects, the effect of important application value

Active Publication Date: 2015-02-18
TIANJIN UNIV
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AI Technical Summary

Problems solved by technology

However, the current prosthetics have many shortcomings such as low flexibility, imprecise control, and poor degree of freedom. The birth of a myoelectric prosthetic leg with mature technology and precise control has not yet been seen in the market.
At the same time, myoelectric prostheses on the market often require joint control of many pieces of myoelectricity, which not only brings unnecessary redundant information, but also seriously affects the portability and control efficiency of myoelectric prostheses.

Method used

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  • Myoelectric prosthesis control source lead optimization method based on correlation coefficients
  • Myoelectric prosthesis control source lead optimization method based on correlation coefficients
  • Myoelectric prosthesis control source lead optimization method based on correlation coefficients

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Embodiment Construction

[0030] A new method for optimizing the leads of myoelectric prosthetic signal sources based on correlation coefficients under different movements is proposed. Its technical process is to extract the myoelectric signals of six muscles in the process of squatting, standing up, knee extension and walking. They are: rectus femoris, biceps femoris, semitendinosus, soleus, tibialis anterior and Gastrocnemius muscle: use the 3D motion capture system to record the 3D coordinates of human movement, and then obtain the angle information of the knee joint of the lower limbs. The root mean square value of myoelectricity was extracted as a characteristic parameter, and the correlation coefficient between it and the joint angle of the lower limbs was calculated. According to the size of the correlation coefficient, irrelevant muscle leads are removed in turn, and the error of different results is compared, and the best lead optimization method under different actions is obtained. This pred...

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Abstract

The invention relates to a medical rehabilitation instrument. In order to achieve the purpose of accurately and fast forecasting angles of joints of lower limbs and controlling a myoelectric prosthesis, the technical scheme includes that a myoelectric prosthesis control source lead optimization method based on correlation coefficients comprises the following steps of extracting myoelectric signals of all muscles of a human body in processes of deep squatting, standing, extension of knee joints and walking; recording movement three-dimensional coordinates of the human body by utilizing a three-dimensional movement capturing system, and accordingly solving information of angles of the knee joints of the lower limbs of the human body; extracting a root mean square value of myoelectricity as a feature parameter and calculating the correlation coefficients of the feature parameter and the angels of the knee joints of the lower limbs; and sequentially removing uncorrelated muscle leads according to the correlation coefficients, establishing a lower limb muscle and bone kinetic model by utilizing an artificial neural network (ANN), predicting the angels of the joints, and comparing errors of different results so as to obtain the best lead optimization mode under different actions. The myoelectric prosthesis control source lead optimization method based on the correlation coefficients is mainly used for design and manufacture of medical rehabilitation instruments.

Description

technical field [0001] The invention relates to a medical rehabilitation device, in particular to a new method for optimizing the leads of myoelectric prosthesis control sources under different movements based on correlation coefficients. Background technique [0002] Physical disability has become the most serious disability disease among the population in our country, which brings a heavy burden to the family and society. How to help disabled patients effectively improve their self-care ability and improve the quality of life of the physically disabled is a severe challenge for the government and society, and has become an important research topic in the field of medical rehabilitation. Myoelectric prosthesis, also known as EMG controlled limb prosthetics, is a man-machine system that uses the myoelectric signal of the residual limb to control the prosthesis. The essence of the control principle is the information exchange between the human body and the prosthesis, which c...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): A61F2/72
Inventor 刘秀云徐瑞邱爽陈龙明东綦宏志万柏坤
Owner TIANJIN UNIV
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