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
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