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利用相锁值算法的脑电相同步测谎研究

陈冉 王鹏 高军峰 顾凌云 黄文涛 晏丹丹 余雨蝶 丁志雄

电子学报2018,Vol.46Issue(6):1289-1293,5.
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

陈冉 1王鹏 1高军峰 1顾凌云 2黄文涛 3晏丹丹 1余雨蝶 4丁志雄1

作者信息

  • 1. 中南民族大学生物医学工程学院认知科学国家民委重点实验室,湖北武汉430074
  • 2. 电子科技大学生命科学与技术学院,四川成都610054
  • 3. 中南民族大学医学信息分析及肿瘤诊疗湖北省重点实验室,湖北武汉30074
  • 4. 浙江海洋大学数理与信息学院,浙江舟山316022
  • 折叠

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)

电子学报

OA北大核心CSCDCSTPCD

0372-2112

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