Personalized precise training method based on human body lower limb muscle model

Abstract

The invention relates to the technical field of medical rehabilitation, in particular to a personalized precise training method based on a human lower limb muscle model, which analyzes muscle characteristics of an experimenter in the whole training process through related data acquisition and processing after clustering of the experimenter, and performs second clustering by taking similarity as a target, so as to improve the training accuracy of the experimenter. Designing an autonomous learning optimization network by combining the analyzed muscle characteristics with training schemes, continuously correcting coefficients until a training scheme configuration with the highest training effect similarity is generated in the same category of experimenters, and determining the training effect as an expected curve under the training scheme configuration; a new trainer adopts the training scheme of the class after classification for training, weighted least square optimization processing is carried out on an actual muscle force change curve in the whole process and an expected muscle force change curve under the class, the result is regarded as an error, an autonomous learning optimization network is influenced through feedback control to correct a variable coefficient until the error is infinitely close to 0, and a training result is obtained. And a reference value is provided for personalized muscle training.

Description

technical field [0001] The invention relates to the technical field of medical rehabilitation, in particular to a personalized and precise training method based on a human lower limb muscle model. Background technique [0002] With the improvement of quality of life requirements, physical fitness is becoming more and more popular, ranging from young people to strengthen their bodies, up to middle-aged and old people strengthening muscle exercise to avoid or reduce the occurrence of some diseases, in addition, people with physical movement disorders due to various reasons Rehabilitation has also become an urgent social problem that needs to be solved. According to the relevant literature and patents, there is a lack of special training designed for the muscle changes caused by the individualization of the human body in terms of sports fitness and muscle rehabilitation training. These situations are also common in life. For example, in the process of exercising muscle strengt...

AI Technical Summary

Problems solved by technology

[0003] Due to the individual differences in human body movement, different people show different muscle characteristics during the training process. The same training method is not suitable for every trainer. The training effect of the training program will also be different or it is called a deviation from the expected effect. To eliminate this deviation, it is necessary to design a personalized training program

At present, there are almost no accurate training methods based on human lower limb muscle models.

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