Title :
Nonlinear analysis of movement-related changes in human subthalamic local field potentials
Author :
Wei, Chun-Shu ; Tsai, Chon-Haw ; Chiou, Shang-Ming ; Hseu, Yi-Ting ; Liu, Ta-Wei ; Lai, Hsin-Yi ; Chien, Ting-Fang ; Kuo, Yi-Hsuan ; Zhao, Wan-Ting ; Tang, Yu-Shun ; Su, Sheng Yuan ; Chen, You-Yin
Author_Institution :
Dept. of Electr. Eng., Nat. Chiao Tung Univ., Hsinchu, Taiwan
fDate :
Aug. 31 2010-Sept. 4 2010
Abstract :
Movement-related changes such as event-related desynchronizationcan (ERD) and event-related synchronization (ERS) can be found in human subthalamic nucleus (STN) with analysis on local field potentials (LFP) recorded from Parkinson´s disease (PD) patients. Besides traditional time-frequency (TF) analysis, we introduced nonlinear analysis, bispectral and approximate entropy (ApEn), to measure the signal nonlinear correlation and regularity in neural activities. Movement-related changes were found in the beta band, bicoherence and ApEn, and variation during stationary movement is more available by nonlinear methods. Therefore, we suggest nonlinear analysis for further related studies.
Keywords :
bioelectric potentials; brain; diseases; entropy; medical signal processing; neurophysiology; nonlinear estimation; synchronisation; time-frequency analysis; Parkinson´s disease; approximate entropy; beta band; bicoherence; bispectral entropy; event-related desynchronization; event-related synchronization; human subthalamic local field potentials; human subthalamic nucleus; movement-related changes; neural activities; nonlinear analysis; signal nonlinear correlation; stationary movement; time-frequency analysis; Correlation; Electroencephalography; Electromyography; Entropy; Oscillators; Synchronization; Time frequency analysis; Aged; Deep Brain Stimulation; Evoked Potentials; Female; Humans; Male; Middle Aged; Nonlinear Dynamics; Parkinson Disease;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2010 Annual International Conference of the IEEE
Conference_Location :
Buenos Aires
Print_ISBN :
978-1-4244-4123-5
DOI :
10.1109/IEMBS.2010.5627367