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Vol.14, No.2, 197 ~ 207, 2011
Title
Automatic Recognition in the Level of Arousal using SOM
 
Abstract
The purpose of the study was to suggest automatic recognition of the subject`s level of arousal into high arousal and low arousal with neural network SOM learning. The automatic recognition in the level of arousal is composed of three stages. First, it is a stage of ECG measurement and analysis. It measures the subject playing a shooting game with ECG and extracts characteristics for SOM learning. Second, it is a stage of SOM learning. It learns input vectors extracting characteristics. Finally, it is a stage of arousal recognition which recognize the subject`s level of arousal when new vectors are input after SOM learning is completed. The study expresses recognition results in the level of arousal and the level of arousal in numerical value and graph when SOM learning results in the level of arousal and new vectors are input. Finally, SOM evaluation was analyzed average 86% by comparing emotion evaluation results of the existing research with automatic recognition results of SOM in order. The study could experience automatic recognition with other levels of arousal by each subject with SOM.
Key Words
심전도, 자기조직화 지도, 자동인식, ECG, Self-Organizing Map, Automatic Recognition
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