电子学报2018,Vol.46Issue(6):1289-1293,5.DOI:10.3969/j.issn.0372-2112.2018.06.002
利用相锁值算法的脑电相同步测谎研究
Lie Detection Study Based on Phase Locking Value
摘要
Abstract
Phase Locking Value(PLV) is an algorithm describing different signals’ correlation (synchronization),which is based on the concept of phase synchronization and its effectiveness has been verified in the field of EEG(Electro Encephalo Graphy). Aiming at the issue of extracting EEG signal’s feature in the current lie detection method,this study applied PLV to the field of EEG of lie detection for the first time. We find lying cognitive mechanism with the correlation between different brain re-gions under lying cerebration,and use support vector machine (SVM) to execute pattern recognition between liars and honest’ signal utilizing the correlation as a feature. The result of classificationaccuracy is 88.50% . Therefore,the proposed method verified that the application of PLV in lie detection is effective and it provided a new way to EEG lie detection signal.关键词
测谎/相锁值/脑电/支持向量机Key words
lie detection/phase locking value (PLV)/EEG/support vector machine分类
医药卫生引用本文复制引用
陈冉,王鹏,高军峰,顾凌云,黄文涛,晏丹丹,余雨蝶,丁志雄..利用相锁值算法的脑电相同步测谎研究[J].电子学报,2018,46(6):1289-1293,5.基金项目
国家自然科学基金(No.81271659,No.61262034,No.316022,No.61773408) (No.81271659,No.61262034,No.316022,No.61773408)
中国博士后科学基金(No.2014M552346) (No.2014M552346)