Title :
Bispectrum analysis of focal ischemic cerebral EEG by constrained third order mean
Author :
Wu, Hao-jiang ; Zheng, Ji-wu ; Ji-wu Zhang
Author_Institution :
Inst. of Biomed. Eng., Xi´´an Jiaotong Univ., China
Abstract :
With an experimental model for SD (Sparague-Sawley) rat focal cerebral ischemia presented, the EEG (electroencephalogram) signals from ischemic and normal regions are extracted. A non-Gaussian AR model is used for the EEG signals and the order of AR model is determined by bispectral cross correlation (BCC). Then based on above AR model, the constrained third-order mean (CTOM) method is proposed to estimate the bispectrum of EEG signals. Results show that the ischemic and normal regions can be clearly distinguished by the bispectrum of EEG signals. Both the extent and location of focal cerebral ischemic can be detected by the proposed method.
Keywords :
autoregressive processes; diseases; electroencephalography; medical signal processing; patient diagnosis; spectral analysis; Sparague-Sawley rat focal cerebral ischemia; biomedical signal; bispectral cross correlation; bispectrum analysis; cerebral vascular disease; constrained third order mean method; electroencephalogram signal; focal ischemic cerebral EEG; nonGaussian autoregressive model; normal region; Animals; Biomedical signal processing; Brain modeling; Carotid arteries; Diseases; Electroencephalography; Ischemic pain; Rats; Signal analysis; Signal processing;
Conference_Titel :
Information, Communications and Signal Processing, 2003 and Fourth Pacific Rim Conference on Multimedia. Proceedings of the 2003 Joint Conference of the Fourth International Conference on
Print_ISBN :
0-7803-8185-8
DOI :
10.1109/ICICS.2003.1292702