Title :
Analyses of EEG background activity in Autism disorders with fast Fourier transform and short time Fourier measure
Author :
Behnam, Hamid ; Sheikhani, Ali ; Mohammadi, Mohammad Reza ; Noroozian, Maryam ; Golabi, Pari
Author_Institution :
Biomed. Eng. Fac., Islamic Azad Univ., Tehran
Abstract :
Electroencephalography (EEG) is widely used in clinical settings to investigate neurophysiology. Since EEG signals contain a wealth of information about brain functions, there are many approaches in analyzing EEG signals with spectral techniques. In this study we have investigated the EEG background activity in Autism disorder using a number of frequency analysis techniques. We have used fast Fourier transform (FFT), short time Fourier transform (STFT) and STFT at bandwidth of total spectrum (we named its STFT-BW) for 19 channel is of EEG. Coefficients of the EEG in 10 Autism disorders and 7 age matched control subjects were measured. These coefficients were assessed with variance analysis. We find no significant different between Autism disorders and control subjects EEGs with STFT. On the other hand, Autism disorders had significantly difference FFT value (p<0.01) at electrodes FP1 and F3. STFT at bandwidth (STFT-BW) had excellent different. FP1, F3 and T5 with (p<0.01) and F7, T3 and O1 with (p<0.05) had significantly differences. In addition our findings suggested that STFT-BW have 82.4% discriminate between normal and Autism subjects with Mahalanobis distance but FFT and STFT havenpsilat results significant.
Keywords :
electroencephalography; fast Fourier transforms; medical signal processing; neurophysiology; Autism disorders; EEG background activity; Mahalanobis distance; brain; electroencephalography; fast Fourier transform; frequency analysis; neurophysiology; short time Fourier transform; Autism; Bandwidth; Electroencephalography; Fast Fourier transforms; Fourier transforms; Frequency; Information analysis; Neurophysiology; Signal analysis; Time measurement; Autism; EEG; STFT;
Conference_Titel :
Intelligent and Advanced Systems, 2007. ICIAS 2007. International Conference on
Conference_Location :
Kuala Lumpur
Print_ISBN :
978-1-4244-1355-3
Electronic_ISBN :
978-1-4244-1356-0
DOI :
10.1109/ICIAS.2007.4658582