Gaussian-modulated linear group delay model: Application to second-order time-reassigned synchrosqueezing transform

被引:57
作者
He, Zhoujie [1 ]
Tu, Xiaotong [1 ]
Bao, Wenjie [1 ]
Hu, Yue [1 ]
Li, Fucai [1 ]
机构
[1] Shanghai Jiao Tong Univ, State Key Lab Mech Syst & Vibrat, Shanghai 200240, Peoples R China
关键词
Time-frequency analysis; Group-delay estimator; Fault diagnosis; FREQUENCY; SIGNALS; ALGORITHM;
D O I
10.1016/j.sigpro.2019.107275
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
This paper considers the analysis of impulsive-like signals whose time-frequency ridge curves are nearly perpendicular to the time axis. Although the instantaneous frequency of such a signal is a multivalued time-dependent function, its group delay is a single-valued function of frequency, which indicates that a frequency-domain signal model is more suitable for describing impulsive-like signals. Therefore, a new frequency-domain signal model, called Gaussian-modulated linear group delay (GLGD) model, is applied to the second-order time-reassigned transform (TSST2) that achieves the time-frequency representation (TFR) of impulsive-like signals while allowing mode decomposition. Compared to the recently proposed time-reassigned synchrosqueezing transform (TSST), the TSST2 can provide a more accurate group-delay estimator, which is beneficial to obtain a sharper TFR. Numerical signals and experimental signals are employed to validate the effectiveness of the proposed TSST2. (C) 2019 Elsevier B.V. All rights reserved.
引用
收藏
页数:7
相关论文
共 27 条
[1]  
[Anonymous], WAVELETS MED BIOL
[2]   IMPROVING THE READABILITY OF TIME-FREQUENCY AND TIME-SCALE REPRESENTATIONS BY THE REASSIGNMENT METHOD [J].
AUGER, F ;
FLANDRIN, P .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1995, 43 (05) :1068-1089
[3]   Time-Frequency Reassignment and Synchrosqueezing [J].
Auger, Francois ;
Flandrin, Patrick ;
Lin, Yu-Ting ;
McLaughlin, Stephen ;
Meignen, Sylvain ;
Oberlin, Thomas ;
Wu, Hau-Tieng .
IEEE SIGNAL PROCESSING MAGAZINE, 2013, 30 (06) :32-41
[4]   Minimum entropy time-frequency distributions [J].
Aviyente, S ;
Williams, WJ .
IEEE SIGNAL PROCESSING LETTERS, 2005, 12 (01) :37-40
[5]   Measuring time-frequency information content using the Renyi entropies [J].
Baraniuk, RG ;
Flandrin, P ;
Janssen, AJEM ;
Michel, OJJ .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2001, 47 (04) :1391-1409
[6]   Theoretical analysis of the second-order synchrosqueezing transform [J].
Behera, Ratikanta ;
Meignen, Sylvain ;
Oberlin, Thomas .
APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS, 2018, 45 (02) :379-404
[7]   Synchrosqueezed wavelet transforms: An empirical mode decomposition-like tool [J].
Daubechies, Ingrid ;
Lu, Jianfeng ;
Wu, Hau-Tieng .
APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS, 2011, 30 (02) :243-261
[8]   Time-frequency representation based on the reassigned S-method [J].
Djurovic, I ;
Stankovic, L .
SIGNAL PROCESSING, 1999, 77 (01) :115-120
[9]   Chirp Rate and Instantaneous Frequency Estimation: Application to Recursive Vertical Synchrosqueezing [J].
Fourer, Dominique ;
Auger, Francois ;
Czarnecki, Krzysztof ;
Meignen, Sylvain ;
Flandrin, Patrick .
IEEE Signal Processing Letters, 2017, 24 (11) :1724-1728
[10]   Second-order Time-Reassigned Synchrosqueezing Transform: Application to Draupner Wave Analysis [J].
Fourer, Dominique ;
Auger, Francois .
2019 27TH EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO), 2019,