2019 7th International Forum on Industrial Design | |
Emotional experience evaluation method of interaction task based on EEG technology | |
工业技术(总论) | |
Chen, Zhiang^1 ; Lin, Li^1 | |
School of Mechanical Engineering, Guizhou University, Guiyang, Guizhou | |
550025, China^1 | |
关键词: Cognitive neurosciences; Emotional experiences; Event-related synchronization/desynchronization; Partial least squares regression; Pearson correlation coefficients; Physiological informations; Power spectral density analysis; Subjective evaluations; | |
Others : https://iopscience.iop.org/article/10.1088/1757-899X/573/1/012022/pdf DOI : 10.1088/1757-899X/573/1/012022 |
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学科分类:工业工程学 | |
来源: IOP | |
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【 摘 要 】
In past studies, the emotional experience of interaction task was quantified mainly by the subjective evaluation. This method is susceptible to subjective factor, which can cause the deviation of result. To solve this problem, an emotional experience evaluation method of interaction task based on objective Electroencephalograph (EEG) technology was proposed. Supported by the theory of cognitive neuroscience and EEG, the same family of products with different interaction processes were selected as a sample of experiment, and interactive tasks were set. Then the emotional experience evaluation experiment of interaction task was conducted to obtain objective EEG physiological information. Based on the Power Spectral Density analysis (PSD) and the event-related synchronization/desynchronization theory, characteristic values were calculated. Next, Correlation between the EEG characteristic value and the emotional experience of interactive tasks was judged by Pearson Correlation Coefficient. Finally, the partial least squares regression (PLS) was selected to construct the calculation model. Smartphones were used as the interaction case, and the model's performance was verified. The results showed that the proposed calculation model could achieve the similar evaluation effect as the subjective evaluation, and the deviation was smaller.
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