Permutation and weighted-permutation entropy analysis for the complexity of nonlinear time series

被引:49
|
作者
Xia, Jianan [1 ]
Shang, Pengjian [1 ]
Wang, Jing [1 ]
Shi, Wenbin [1 ]
机构
[1] Beijing Jiaotong Univ, Sch Sci, Dept Math, Beijing 100044, Peoples R China
关键词
Complexity; Multiscale permutation entropy; Multiscale weighted-permutation entropy; Traffic series; EXPONENTS;
D O I
10.1016/j.cnsns.2015.07.011
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Permutation entropy (PE) has been recently suggested as a relative measure of complexity in nonlinear systems, such as traffic system and physiology system. A weighted-permutation entropy (WPE) analysis based on the weight assigned to each vector was proposed to consider the amplitude information. We introduce PE/WPE technique to multiple time scales, called multiscale permutation entropy (MSPE)/multiscale weighted-permutation entropy (MSWPE), which are applied to investigate complexities of different traffic series. Both approaches successfully detect the temporal structures of traffic signals and distinguish the differences between workday and weekend time series. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:60 / 68
页数:9
相关论文
共 50 条
  • [31] Permutation complexity and dependence measures of time series
    Zhao, Xiaojun
    Shang, Pengjian
    Huang, Jingjing
    [J]. EPL, 2013, 102 (04)
  • [32] Generalized weighted permutation entropy
    Stosic, Darko
    Stosic, Dusan
    Stosic, Tatijana
    Stosic, Borko
    [J]. CHAOS, 2022, 32 (10)
  • [33] Edge Permutation Entropy: An Improved Entropy Measure for Time-Series Analysis
    Huo, Zhiqiang
    Zhang, Yu
    Shu, Lei
    Liao, Xiaowen
    [J]. 45TH ANNUAL CONFERENCE OF THE IEEE INDUSTRIAL ELECTRONICS SOCIETY (IECON 2019), 2019, : 5998 - 6003
  • [34] Generalized weighted permutation entropy analysis of satellite hot-pixel time series in Brazilian biomes
    Stosic, Tatijana
    Stosic, Borko
    [J]. PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2024, 636
  • [35] Generalized weighted permutation entropy analysis of satellite hot-pixel time series in Brazilian biomes
    Stosic, Tatijana
    Stosic, Borko
    [J]. Physica A: Statistical Mechanics and its Applications, 2024, 636
  • [36] Complexity in pulsed nonlinear laser systems interrogated by permutation entropy
    Toomey, Joshua P.
    Kane, Deborah M.
    Ackemann, Thorsten
    [J]. OPTICS EXPRESS, 2014, 22 (15): : 17840 - 17853
  • [37] Ensemble Improved Permutation Entropy: A New Approach for Time Series Analysis
    Chen, Zhe
    Ma, Xiaodong
    Fu, Jielin
    Li, Yaan
    [J]. ENTROPY, 2023, 25 (08)
  • [38] The experimental signals analysis for bubbly oil-in-water flow using multi-scale weighted-permutation entropy
    Chen, Xin
    Jin, Ning-De
    Zhao, An
    Gao, Zhong-Ke
    Zhai, Lu-Sheng
    Sun, Bin
    [J]. PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2015, 417 : 230 - 244
  • [39] Multiscale Tsallis permutation entropy analysis for complex physiological time series
    Li, Chao
    Shang, Pengjian
    [J]. PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2019, 523 : 10 - 20
  • [40] Financial time series analysis based on fractional and multiscale permutation entropy
    Li, Jinyang
    Shang, Pengjian
    Zhang, Xuezheng
    [J]. COMMUNICATIONS IN NONLINEAR SCIENCE AND NUMERICAL SIMULATION, 2019, 78