Title :
Detection of Parkinson´s tremor from EMG signals; a singular spectrum analysis approach
Author :
Eftaxias, Konstantinos ; Enshaeifar, Shirin ; Geman, Oana ; Kouchaki, Samaneh ; Sanei, Saeid
Author_Institution :
Faculty of Engineering, and Physical Sciences, University of Surrey, UK
Abstract :
A robust constrained complex singular spectrum analysis approach for the assessment of Parkinson´s tremor by separation of electromyograms (EMGs) is presented in this paper. This approach exploits the expected EMG characteristics of tremor within a subspace of the single channel surface EMG signal measured during the prescribed hand movement including flexion and extension and decomposed using singular spectrum analysis. The results are validated using the tremor signals simultaneously recorded using motion sensors.
Keywords :
Electrocardiography; Electromyography; Noise measurement; Parkinson´s disease; Sensors; Spectral analysis; Time series analysis; Electromyography; Parkinson´s disease; Singular Spectrum Analysis;
Conference_Titel :
Digital Signal Processing (DSP), 2015 IEEE International Conference on
Conference_Location :
Singapore, Singapore
DOI :
10.1109/ICDSP.2015.7251901