Poor and monotonous work could easily lead to a decrease of arousal level of the monitoring work personnel. In order to improve the performance of monitoring work, low arousal level needs to be recognized and awakened. We proposed a recognition method of low arousal by the electroencephalogram (EEG) as the object of study to recognize the low arousal level in the vigilance. We used wavelet packet transform to decompose the EEG signal so the EEG rhythms of each component were obtained, and then we calculated the parameters of relative energy and energy ratio of high-low frequency, and constructed the feature vector to monitor low arousal state in the operation. We finally used support vector machine (SVM) to recognize the low arousal state in the simulate operation. The experimental results showed that the method introduced in this article could well distinguish low arousal level from arousal level in the vigilance and it could also get a high recognition rate. Have been compared with other analysis methods, the present method could more effectively recognize low arousal level and provide better technical support for wake-up mechanism of low arousal state.
Arousal ; Brain ; physiology ; Electroencephalography ; Humans ; Signal Processing, Computer-Assisted ; Support Vector Machine ; Wavelet Analysis

Objective To explore the clinical efficacy of anterior superior malleolus flap and second toe transplantation for thumb reconstruction and soft tissue defect repair or first web reconstruction.Methods A total of 13 cases were underwent anterior superior malleolus flap and second toe transplantation for thumb reconstruction and soft tissue defect repair from June,2008 to January,2016.There were 9 males and 4 females.The average age was 25 years old,ranging from 18 to 52.There were 3 cases of Ⅲ-degree thumb defect with soft tissue defect of hand,6 cases of Ⅳ-degree thumb defect with soft tissue defect of hand,3 cases of single Ⅴ-degree thumb defect and 1 Ⅴ-degree thumb defect with soft tissue defect.There were 5 patients accompanied with injury of other fingers of the affected hand.And the thenar muscles were also damaged to a varied degree.There were 10 patients with soft tissue defect before surgery,with the wound surface ranging from 3 cm × 5 cm-6 cm × 13 cm.And the wound of other 3 cases was closed.After the surgery,follow-up visit was conducted on the appearance,sensation,function,daily life and working condition of reconstructed thumb,the appearance and function condition of donor site.Results The reconstructed thumbs and anterior superior malleolus flaps in 13 cases survived and healed primarily.The average post-operative followed-up time was 5.5 years,ranging from 2.5 to 10.0 years.The appearance of reconstructed thumb was satisfactory,and the temperature sensation,pain sensation and touch sensation were recovered.The two-points discrimination was 8-18 mm.Moreover,the flexion and extension function,opposing function and finger-to-thumb function was recovered,which could meet the demand of daily life and work.The appearance of donor site was satisfactory,without claudication,pain or dysfunction.The survival of transplanted skin area in the calf was good,with no ulcer noticed.According to the Trial Standard for Thumb and Finger Reconstitution Functional Assessment of Hand Surgery Society of Chinese Medical Association,there were 10 cases excellent results,2 good and 1 fair.Conclusion Application of anterior superior malleolus flap and second toe transplantation for first-stage thumb reconstruction and soft tissue defect repair or thenar muscles and first web reconstruction is an effective therapeutic approach.