A Bilateral Second-Order Synchrosqueezing Transform and Application to Vibration Monitoring of Aerospace Engine

被引:8
|
作者
Chen, Zhenyi [1 ,2 ]
Zi, Yanyang [1 ]
Xiao, Zhongmin [2 ]
Wang, Yu [1 ]
Qing, Shun [3 ]
机构
[1] Xi An Jiao Tong Univ, State Key Lab Mfg Syst Engn, Xian 710049, Peoples R China
[2] Nanyang Technol Univ, Sch Mech & Aerosp Engn, Singapore 639798, Singapore
[3] Xian Zhongke Aerosp Puls Technol Co Ltd, Xian 710100, Peoples R China
基金
中国国家自然科学基金;
关键词
Aerospace engine; fault diagnosis; synchrosqueezing; time-frequency analysis; vibration monitoring; TIME-FREQUENCY; FAULT-DETECTION; ALGORITHM; DIAGNOSIS; SIGNALS; REPRESENTATIONS; DECOMPOSITION; REASSIGNMENT;
D O I
10.1109/TIM.2021.3054010
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
The synchrosqueezing transform (SST) and its ameliorated methods can enhance the energy concentration of the vibration signals in time-frequency domain, but it does not show enough effect for the weak feature extraction. Besides, many large-scale rotating machines such as aerospace engines and gas engines often work under complex vibrations, and this increases the difficulty for health monitoring based on vibration signals. This article presents a time-frequency analysis (TFA) named bilateral second-order SST (BFSST2). It can sharpen the instantaneous frequencies (IFs) like second-order SST (FSST2), and more importantly, it can extract the weak features such as amplitude-modulation frequency-modulation IFs and small-amplitude time-varying IFs which are easily ignored on time-frequency plane. To achieve the aforementioned target, the IFs are first obtained by employing FSST2, and then a bilateral function representing a novel negative-positive TFA is structured by combining the hyperbolic tangent function, exponential function, and sign function together. After that the large-amplitude IFs are transformed into small-negative amplitude ones by the product with the bilateral function, and this can not only enhance the original weak feature but also avoid its confusion with the transformed small-negative amplitude ones. The proposed BFSST2 is validated by a numerical simulation. At last, two case studies are given to illustrate its effectiveness in aerospace engine vibration monitoring.
引用
收藏
页数:15
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