An Improved Stationarity Test Based on Surrogates

被引:2
|
作者
de Souza, Douglas Baptista [1 ]
Chanussot, Jocelyn [2 ]
Favre, Anne-Catherine [3 ]
Borgnat, Pierre [4 ]
机构
[1] GE Renewable Energy, Data Analyt Team, BR-05069010 Sao Paulo, Brazil
[2] Univ Grenoble Alpes, GIPSA Lab, CNRS, F-38000 Grenoble, France
[3] Univ Grenoble Alpes, Inst Geosci Environm, F-38000 Grenoble, France
[4] UCB Lyon 1, Univ Lyon, ENS Lyon, CNRS, F-69342 Lyon, France
关键词
Stationarity test; nonstationary signals; time-frequency analysis; surrogates; NONPARAMETRIC TEST; TIME-SERIES;
D O I
10.1109/LSP.2019.2931150
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Over the last years, several stationarity tests have been proposed. One of these methods uses time-frequency representations and stationarized replicas of the signal (known as surrogates) for testing wide-sense stationarity. In this letter, we propose a procedure to improve the original surrogate test. The proposed methodology can be seen as a guideline on how the surrogate test can be improved. We show mathematically that the modified test should exhibit improved classification performance. Numerical simulations on synthetic and real-world signals are carried out to evaluate the modified test against competing ones.
引用
收藏
页码:1431 / 1435
页数:5
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