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Exploration of the coupling relationship in dynamical system has always been a hot topic of many scholars at home and abroad, the traditional symbolic dynamics analysis method may lead to the results from the serious effect of non-stationary time series. This paper employs coarse graining extraction based on research of original transfer entropy. Through theoretical and experimental analysis, we find that the results of transfer entropy have different distribution trend under different extraction conditions in the coupling analysis of electroencephalogram and electrocardiogram. We choose the best effect of signal data extraction method and apply it to the later application analysis. Furthermore, this paper proposes improvement on the method of time series symbolization, using dynamic adaptive segmentation method. The experimental results show that the whether waking period or sleeping stage, coupling between electroencephalogram and electrocardiogram is more significant when using improved symbolic transfer entropy algorithm. It is also better to capture the dynamic information of the signal and the change of complexity of system dynamics, which is more conductive to clinical testing in practical application and has a better effect on the analysis of non-stationary time series.
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Keywords:
- electrocardiogram and electroencephalogram /
- coarse graining /
- symbolic transfer entropy /
- basic scale
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[5] Hsu W Y 2012 Int. J. Neural Syst. 22 51
[6] Petrantonakis P C, Hadjileontiadis L J 2012 IEEE Ton Signal Proc. 60 2604
[7] Thatcher R W 2012 Dev. Neuropsychol. 37 476
[8] Wang J, Yu Z F 2012 Chin. Phys. B 21 018702
[9] Musselman M, Djurdjanovic D 2012 Expert Systems with Appl. 39 11413
[10] Wang R F, Zhang J H, Zhang Y, Wang X Y 2012 Biomed. Signal Proc. and Control 7 490
[11] Orhan U, Hekim M, Ozer M 2012 J. of Med. Syst. 36 2219
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[13] Siuly S, Li Y 2012 IEEE T on Neur. Sys. and Reh. Eng. 20 526
[14] Acharya U R, Molinari F, Sree S V, Chattopadhyay S, Ng K H, Suri J S 2012 Biomed. Signal Proc. and Control 7 401
[15] Rosenblum M G, Pikovsky A S 2001 Phys. Rev. E 64 045202
[16] Smirnov D A, Bezruchko B P 2003 Phys. Rev. E 68 046209
[17] Smirnov D A, Bodrov M B, Velazquez J L P, Wennberg R A, Bezruchko B P 2005 Chaos 15 024102
[18] Staniek M, Lehnertz K 2007 Phys. Rev. Lett. 99 204101
[19] Shen W, Wang J 2010 Acta Phys. Sin. 60 118702 (in Chinese) [沈韡, 王俊 2010 物理学报 60 118702]
[20] Huang X L, Cui S Z, Ning X B 2009 Acta Phys. Sin. 58 8160 (in Chinese) [黄晓林, 崔胜忠, 宁新宝 2009 物理学报 58 8160]
[21] Li J, Liu D Z 2012 Acta Phys. Sin. 61 208701 (in Chinese) [李锦, 刘大钊 2012 物理学报 61 208701]
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[1] Fang X L, Jiang Z L 2007 Acta Phys. Sin. 56 7330 (in Chinese) [方小玲, 姜宗来 2007 物理学报 56 7330]
[2] Meng Q F, zhou W, Chen Y H, Peng Y H 2010 Acta Phys. Sin. 59 123 (in Chinese) [孟庆芳, 周卫东, 陈月辉, 彭玉华 2010 物理学报 59 123]
[3] Ma Q L, Bian C H, Wang J 2010 Acta Phys. Sin. 59 4480-4484 (in Chinese) [马千里, 卞春华, 王俊 2010 物理学报 59 4480]
[4] Wang J, Ma Q L 2008 Chin. Phys. B 17 4424
[5] Hsu W Y 2012 Int. J. Neural Syst. 22 51
[6] Petrantonakis P C, Hadjileontiadis L J 2012 IEEE Ton Signal Proc. 60 2604
[7] Thatcher R W 2012 Dev. Neuropsychol. 37 476
[8] Wang J, Yu Z F 2012 Chin. Phys. B 21 018702
[9] Musselman M, Djurdjanovic D 2012 Expert Systems with Appl. 39 11413
[10] Wang R F, Zhang J H, Zhang Y, Wang X Y 2012 Biomed. Signal Proc. and Control 7 490
[11] Orhan U, Hekim M, Ozer M 2012 J. of Med. Syst. 36 2219
[12] Acharya U R, Sree S V, Alvin A P C, Suri J S 2012 Expert Syst. Appl. 39 9072
[13] Siuly S, Li Y 2012 IEEE T on Neur. Sys. and Reh. Eng. 20 526
[14] Acharya U R, Molinari F, Sree S V, Chattopadhyay S, Ng K H, Suri J S 2012 Biomed. Signal Proc. and Control 7 401
[15] Rosenblum M G, Pikovsky A S 2001 Phys. Rev. E 64 045202
[16] Smirnov D A, Bezruchko B P 2003 Phys. Rev. E 68 046209
[17] Smirnov D A, Bodrov M B, Velazquez J L P, Wennberg R A, Bezruchko B P 2005 Chaos 15 024102
[18] Staniek M, Lehnertz K 2007 Phys. Rev. Lett. 99 204101
[19] Shen W, Wang J 2010 Acta Phys. Sin. 60 118702 (in Chinese) [沈韡, 王俊 2010 物理学报 60 118702]
[20] Huang X L, Cui S Z, Ning X B 2009 Acta Phys. Sin. 58 8160 (in Chinese) [黄晓林, 崔胜忠, 宁新宝 2009 物理学报 58 8160]
[21] Li J, Liu D Z 2012 Acta Phys. Sin. 61 208701 (in Chinese) [李锦, 刘大钊 2012 物理学报 61 208701]
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