2021
DOI: 10.1145/3392115
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Design and Implementation of BCI-based Intelligent Upper Limb Rehabilitation Robot System

Abstract: The performance evaluation results showed that the optimal EEG electrode locations were F7, F8, FC5, and FC6, whereas the accuracy of learning and test data of user-intention recognition was found to be 94.2% and 92.3%, respectively, which suggests that the proposed system can be used to recognize user intention for specific behavior. The system proposed in the present study can allow continued rehabilitation exercise in everyday living according to user intentions, which is expected to help improve the user?s… Show more

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Cited by 34 publications
(35 citation statements)
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“…As shown in Figure 4 : in this stage, the input samples are passed from the input layer, each layer is processed through each hidden layer and then passed to the output layer. If the actual output of the output layer does not match the expected output, enter the second stage, the background attribute stage [ 21 – 24 ].…”
Section: Bp Neural Network Algorithmmentioning
confidence: 99%
“…As shown in Figure 4 : in this stage, the input samples are passed from the input layer, each layer is processed through each hidden layer and then passed to the output layer. If the actual output of the output layer does not match the expected output, enter the second stage, the background attribute stage [ 21 – 24 ].…”
Section: Bp Neural Network Algorithmmentioning
confidence: 99%
“…The first prevention strategy is to use certain rehabilitation methods before the disease occurs, screen, and evaluate the more likely symptoms, find the source of the disease and solve it in time, and kill the possible symptoms at the source, to prevent the disease from getting worse, thereby preventing disease. The second prevention strategy is to detect the problem in time when the disease is just a sign of the disease, find the problem early, diagnose the disease early, and treat the disease early, to prevent the disease from further deterioration as much as possible and to cure the disease with appropriate treatment methods [ 9 11 ]. The third prevention strategy is to prevent the further deepening of the disease and the occurrence of complications when the disease has already occurred or when the operation has just been performed, so as to restore one's own health [ 10 , 11 ].…”
Section: Targeted Therapy Of Breast Cancer With Mesoporous Multifunct...mentioning
confidence: 99%
“…Finally, the multi-modal experimental results of this paper are described. This paper introduces the ER process that introduces the attention mechanism, and designs the analysis process of the experiment to compare the single-modal and multi-modal recognition results of this model ( Khalaf et al, 2021 ; Kim et al, 2021a ; Surendran et al, 2022 ).…”
Section: Discussionmentioning
confidence: 99%