Institute of Electrical and Electronics Engineers Inc.;United States: IEEE
摘要:
摘要: Parameters derived from the goniometer measures in the Pendulum test are insufficient in describing the function of abnormal muscle activity in the spasticity. To explore a quantitative evaluation of muscle activation-movement interaction, we propose a novel index based on phase amplitude coupling (PAC) analysis with the consideration of the relations between movement and surface electromyography (SEMG) activity among 22 hemiplegic stroke patients. To take off trend and noise, we use the empirical mode decomposition (EMD) to obtain intrinsic mode functions (IMFs) of the angular velocity due to its superior decomposing ability in nonlinear oscillations. Shannon entropy based on angular velocity (phase)-envelope of EMG (amplitude) distribution was calculated to demonstrate characteristics of the coupling between SEMG activity and joint movement. We also compare our results with those from traditional methods such as the normalized relaxation index derived from the Pendulum test and the mean root mean square (RMS) of the SEMG signals in the study. Our results show effective discrimination ability between spastic and nonaffected limbs using our method . This study indicates the feasibility of using the novel indices based on the PAC in evaluation the spasticity among the hemiplegic stroke patients with less than three swinging cycles. 其他題名: TNSRE 其他題名: IEEE Trans Neural Syst Rehabil Eng 出版者: United States: IEEE 出版日期: 2016-10-01 出處: IEEE transactions on neural systems and rehabilitation engineering, 2016-10, Vol.24 (10), p.1081-1088 資源來源: IEEE Xplore 版權: Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2016 識別號: ISSN: 1534-4320 識別號: ISSN: 1558-0210 識別號: EISSN: 1558-0210 識別號: DOI: 10.1109/TNSRE.2016.2521612 識別號: PMID: 26829797 識別號: CODEN: ITNSB3