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脑电信号的多尺度排列熵分析

姚文坡 刘铁兵 戴加飞 王俊

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脑电信号的多尺度排列熵分析

姚文坡, 刘铁兵, 戴加飞, 王俊

Multiscale permutation entropy analysis of electroencephalogram

Yao Wen-Po, Liu Tie-Bing, Dai Jia-Fei, Wang Jun
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  • 本文利用多尺度排列熵对正常脑电信号和癫痫脑电信号进行了详细的分析和比较,研究了脑电图信号多尺度排列熵值和年龄的关系以及尺度因子对多尺度排列熵值的影响. 通过对处于各个年龄段的22组正常人和22组患有癫痫人群的脑电图进行多尺度排列熵分析,发现在相同年龄段的人群中,正常脑电信号的多尺度排列熵值要高于癫痫脑电信号,熵值平均高出约0.19,约7.9%. 另外,在尺度因子小于15的情况下,对于在30到35的年龄段正常人群,其多尺度排列熵值最大,随着年龄段的增大或降低熵值都一定程度的降低. 结果证明,多尺度排列熵可以成功区分正常脑电信号和癫痫脑电信号,并且熵值可以正确地反映人体大脑发育的一般过程.
    We carried out a detailed analysis and a comparison between normal and epileptic electroencephalogram (EEG) based on multiscale permutation entropy. The relationship between multiscale permutation entropy values of EEG and age, and the effect of scale factor on multiscale permutation entropy value were also discussed. By analyzing normal and epileptic EEG based on multiscale permutation entropy, we found that, at the same age, multiscale permutation entropy value of the normal group’s EEG is higher than that of the epileptic group by an average of 0.19, about 7.9%. In addition, for people of age 3 to 35, their multiscale permutation entropies are clearly maximum. When scale factor is smaller than 15, the value of their entropy would reduce no matter whether the age increases or decreases. The results indicate that multiscale permutation entropy can distinguish between normal and epileptic EEG and reflect the general process of human brain development.
    • 基金项目: 国家自然科学基金(批准号:61271082,61201029,61102094)和江苏省自然科学基金(批准号:BK2011759,BK2011565)资助的课题.
    • Funds: Project supported by the National Natural Science Foundation of China (Grant Nos. 61271082, 61201029, 61102094), and the Natural Science Foundation of Jiangsu Province, China (Grant Nos. BK2011759, BK2011565).
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    You R Y, Chen Z 2005 Chin. Phys. 14 2176

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    Ocak H 2009 Expert Syst. Appl. 36 2027

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    Marques J P, Rebola J, Figueiredo P, Pinto A, Sales F, Castelo-Branco M 2009 Hum. Brain Mapp. 30 2986

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    Meng Q F, Zhou W D, Chen Y H, Peng Y H 2010 Acta Phys. Sin. 59 0123 (in Chinese)[孟庆芳, 周卫东, 陈月辉, 彭玉华2010 物理学报59 0123]

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    Ning X B, Bian C H, Wang J, Chen J 2006 Chin. Sci. Bull. 51 385

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    Babloyantz A, Salazar J M, Nicolis C 1985 Phys. Lett. A 111 152

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    Xie Y, Xu J X, Kang Y M, Yang H J, Hu S J 2003 Acta Phys. Sin. 52 1121 (in Chinese) [谢勇, 徐健学, 康艳梅, 杨红奎, 胡三觉2003 物理学报52 1121]

    [15]

    Witte H, Lasemidis L D, Litt D 2003 IEEE Trans. Biomed. Eng. 50 537

    [16]

    Roldan E, Parrondo J M R 2010 Phys. Rev. Lett. 105 150607

    [17]

    Li J, Ning X B 2006 Phys. Rev. E 73 052902

    [18]

    Richman J S, Moorman J R 2000 Am. J. Physiol.-Heart C. 278 H2039

    [19]

    Yan B G, Zhao T T 2011 Acta Phys. Sin. 60 078701 (in Chinese) [严碧歌, 赵婷婷2011 物理学报60 078701]

    [20]

    Bandt C, Pompe B 2002 Phys. Rev. Lett. 88 174102

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    Costa M, Goldberger A L, Peng C K 2002 Phys. Rev. Lett. 89 068102

  • [1]

    Fisher R S, Boas W E, Blume W, Elger C, Genton P, Lee P, Engel J 2005 Epilepsia 46 470

    [2]

    Iasemidis L D, Shiau A S, Chaovalitwongse W, Sackellares J C, Pardalos P M, Principe J C, Carney P R, Prasad A, Veeramani B, Tsakalis K 2003 IEEE Trans. Biomed. Eng. 50 616

    [3]

    Flink R, Pedersen B, Guekht A B, Malmgren K, Michelucci R, Neville B, Pinto F, Stephani U, Ozkara C 2002 Acta Neurol. Scand. 106 1

    [4]

    Bian C H, Ma Q L, Wang J 2010 Acta Phys. Sin. 59 4480 (in chinese)[王俊, 马千里, 卞春华2010 物理学报59 4480]

    [5]

    Wang J, Zhao D Q 2012 Chin. Phys. B 21 028703

    [6]

    You R Y, Chen Z 2005 Chin. Phys. 14 2176

    [7]

    Jung T P, Makeig S, Stensmo M, Sejnowski T J 1997 IEEE Trans. Biomed. Eng. 44 60

    [8]

    Ocak H 2009 Expert Syst. Appl. 36 2027

    [9]

    Liu X, Ma B W, Liu H J 2013 Acta Phys. Sin. 62 020202 (in Chinese) [刘仙, 马百旺, 刘会军2013 物理学报62 020202]

    [10]

    Marques J P, Rebola J, Figueiredo P, Pinto A, Sales F, Castelo-Branco M 2009 Hum. Brain Mapp. 30 2986

    [11]

    Meng Q F, Zhou W D, Chen Y H, Peng Y H 2010 Acta Phys. Sin. 59 0123 (in Chinese)[孟庆芳, 周卫东, 陈月辉, 彭玉华2010 物理学报59 0123]

    [12]

    Ning X B, Bian C H, Wang J, Chen J 2006 Chin. Sci. Bull. 51 385

    [13]

    Babloyantz A, Salazar J M, Nicolis C 1985 Phys. Lett. A 111 152

    [14]

    Xie Y, Xu J X, Kang Y M, Yang H J, Hu S J 2003 Acta Phys. Sin. 52 1121 (in Chinese) [谢勇, 徐健学, 康艳梅, 杨红奎, 胡三觉2003 物理学报52 1121]

    [15]

    Witte H, Lasemidis L D, Litt D 2003 IEEE Trans. Biomed. Eng. 50 537

    [16]

    Roldan E, Parrondo J M R 2010 Phys. Rev. Lett. 105 150607

    [17]

    Li J, Ning X B 2006 Phys. Rev. E 73 052902

    [18]

    Richman J S, Moorman J R 2000 Am. J. Physiol.-Heart C. 278 H2039

    [19]

    Yan B G, Zhao T T 2011 Acta Phys. Sin. 60 078701 (in Chinese) [严碧歌, 赵婷婷2011 物理学报60 078701]

    [20]

    Bandt C, Pompe B 2002 Phys. Rev. Lett. 88 174102

    [21]

    Costa M, Goldberger A L, Peng C K 2002 Phys. Rev. Lett. 89 068102

计量
  • 文章访问数:  8235
  • PDF下载量:  1191
  • 被引次数: 0
出版历程
  • 收稿日期:  2013-10-08
  • 修回日期:  2013-12-21
  • 刊出日期:  2014-04-05

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