Active rehabilitation method and device for upper limbs based on EEG and functional electrical stimulation
A functional electrical stimulation and rehabilitation device technology, applied in the field of rehabilitation robots, can solve problems such as difficulty in ensuring the initiative, objectivity, accuracy and consistency of rehabilitation, increased rehabilitation costs, and restrictions on the improvement of rehabilitation training methods. , to achieve an objective and precise rehabilitation effect
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Embodiment 1
[0071] figure 1 It is a flow chart of the upper limb rehabilitation method based on EEG and functional electrical stimulation provided by Embodiment 1 of the present invention.
[0072] refer to figure 1 , the upper limb active rehabilitation method based on EEG and functional electrical stimulation mainly includes:
[0073] Step S101, in the case of stimulating the left and right hands, according to the stimulation paradigm, obtain the EEG signals based on the motor imagery of the left and right hands;
[0074] Step S102, amplifying the EEG signal through a preamplifier, and preprocessing the amplified EEG signal to obtain a preprocessed EEG signal;
[0075] Step S103, performing feature extraction on the preprocessed EEG signal to obtain feature vectors for classifying left and right hand motor rehabilitation intentions;
[0076] Step S104, input the feature vector into the classifier for classification, and obtain the rehabilitation intention of the left hand or right ha...
Embodiment 2
[0121] Figure 5 The intention of the upper limb active rehabilitation device based on EEG and functional electrical stimulation provided by Embodiment 2 of the present invention;
[0122] refer to Figure 5 , a very complete description of the entire process of patient collection of EEG signals, feature extraction and classification, intention recognition, and control of FES to stimulate upper limb rehabilitation. Through the above links, motor function can be achieved and better rehabilitation effects can be achieved.
[0123] Based on the above system, a training method for rehabilitation objects can be provided, including:
[0124] First, scalp electrodes need to be placed on the subject's scalp to measure the subject's left and right hand motor imagery EEG signals, which are wirelessly transmitted to a computer for analysis and processing. Before the formal operation, offline BCI (Brain Computer Interface, brain-computer interface technology) training is required, that ...
Embodiment 3
[0126] Figure 6 It is a schematic diagram of an upper limb active rehabilitation system based on EEG and functional electrical stimulation provided by Embodiment 3 of the present invention.
[0127] refer to Figure 6 , the upper limb active rehabilitation device based on EEG and functional electrical stimulation mainly includes the following units:
[0128] The signal acquisition unit 10 is used to obtain the EEG signals based on the motor imagery of the left and right hands according to the stimulation paradigm in the case of stimulating the left and right hands;
[0129] The preprocessing unit 20 is used to amplify the EEG signal through the preamplifier, and preprocess the amplified EEG signal to obtain the preprocessed EEG signal;
[0130] The feature extraction unit 30 is used to perform feature extraction on the preprocessed EEG signal to obtain a feature vector for classifying left and right hand motor rehabilitation intentions;
[0131] The classification unit 40 ...
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