Sleep disorders has an important part in area of the psychiatric diseases. Usually, it's also the complication of other diseases. Sleep apnea syndrome and sleep dyssomnia are common sleep diseases, which sometimes will even cause the death. Sleep spindles are transient sleep EEG waveforms. Along with K-complexes, they are the hallmarks of Stage 2 sleep. Furthermore, sleep spindles can be used to analyse sleep microstructure. The interest in sleep spindles lies not only in its representation to the onset of QS-2, but also in other interesting findings, such as those relating SS, normal aging, infant pathologies and sleeping positions. The visual pattern detection of all-night EEG recordings which have typically 1000 spindles is time consuming and tedious. Therefore, developing a fast and accurate automatic identification system of sleep spindle can reduce doctor’s labor and realize quantitative diagnosis of sleep spindle.