Title :
Instantaneous frequencies of simple waves and their application to sleep spindle detection
Author :
Zhang, Liming ; Wei, Yantao ; Li, Hong ; Qian, Tao
Author_Institution :
Dept. of Comput. & Inf. Sci., Univ. of Macau, Macau, China
Abstract :
The paper introduces two different types of frequencies of which one is the Arccosine Instantaneous Frequency (ArccosineIF) for the so called axial simple waves (ASWs); and the other is the α-Counting Instantaneous Frequency (α-CIF) for a more general class of signals called simple waves (SWs). The classes ASW and SW contain a wide range of signals for which the concept instantaneous frequency has a perfect physical sense. Then under wavelet decomposition the two types of frequencies are used to analyze the time-frequency distributions of the biomedical EEG signals with comparison. A set of experiments on publicly available database clearly indicate that the proposed approaches are very promising.
Keywords :
electroencephalography; medical signal detection; singular value decomposition; sleep; α-counting instantaneous frequency; ASW; Arccosine instantaneous frequency; axial simple waves; biomedical EEG signals; sleep spindle detection; time-frequency distributions; wavelet decomposition; Algorithm design and analysis; Databases; Educational institutions; Electroencephalography; Sleep apnea; Time frequency analysis; EEG; Instantaneous Frequency; Sleep Spindle; Wavelet Decomposition;
Conference_Titel :
Systems, Man, and Cybernetics (SMC), 2011 IEEE International Conference on
Conference_Location :
Anchorage, AK
Print_ISBN :
978-1-4577-0652-3
DOI :
10.1109/ICSMC.2011.6083881