Planetary gearbox condition monitoring of ship-based satellite communication antennas using ensemble multiwavelet analysis method

被引:24
作者
Chen, Jinglong [1 ]
Zhang, Chunlin [2 ]
Zhang, Xiaoyan [3 ]
Zi, Yanyang [1 ]
He, Shuilong [1 ]
Yang, Zhe [1 ]
机构
[1] Xi An Jiao Tong Univ, State Key Lab Mfg & Syst Engn, Xian 710049, Peoples R China
[2] Cent South Univ Forestry & Technol, Coll Civil Engn & Mech, Changsha 410018, Hunan, Peoples R China
[3] China Gas Turbine Estab, Chengdu 610500, Peoples R China
基金
中国国家自然科学基金; 中国博士后科学基金;
关键词
Planetary gearbox; Condition monitoring; Ship-based satellite communication antennas; Ensemble multiwavelet transform; FAULT-DIAGNOSIS; CONSTRUCTION; MULTIPLICITY; WAVELETS; SCHEME; CRACK;
D O I
10.1016/j.ymssp.2014.07.026
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
Satellite communication antennas are key devices of a measurement ship to support voice, data, fax and video integration services. Condition monitoring of mechanical equipment from the vibration measurement data is significant for guaranteeing safe operation and avoiding the unscheduled breakdown. So, condition monitoring system for ship-based satellite communication antennas is designed and developed. Planetary gearboxes play an important role in the transmission train of satellite communication antenna. However, condition monitoring of planetary gearbox still faces challenges due to complexity and weak condition feature. This paper provides a possibility for planetary gearbox condition monitoring by proposing ensemble a multiwavelet analysis method. Benefit from the property on multi-resolution analysis and the multiple wavelet basis functions, multiwavelet has the advantage over characterizing the non-stationary signal. In order to realize the accurate detection of the condition feature and multi-resolution analysis in the whole frequency band, adaptive multiwavelet basis function is constructed via increasing multiplicity and then vibration signal is processed by the ensemble multiwavelet transform. Finally, normalized ensemble multiwavelet transform information entropy is computed to describe the condition of planetary gearbox. The effectiveness of proposed method is first validated through condition monitoring of experimental planetary gearbox. Then this method is used for planetary gearbox condition monitoring of ship-based satellite communication antennas and the results support its feasibility. (C) 2014 Elsevier Ltd. All rights reserved.
引用
收藏
页码:277 / 292
页数:16
相关论文
共 33 条
[1]  
[Anonymous], 1992, CBMS-NSF Reg. Conf. Ser. in Appl. Math
[2]   Application of spectral kurtosis for detection of a tooth crack in the planetary gear of a wind turbine [J].
Barszcz, Tomasz ;
Randall, Robert B. .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2009, 23 (04) :1352-1365
[3]   A new feature for monitoring the condition of gearboxes in non-stationary operating conditions [J].
Bartelmus, W. ;
Zimroz, R. .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2009, 23 (05) :1528-1534
[4]   Outliers analysis and one class classification approach for planetary gearbox diagnosis [J].
Bartkowiak, Anna ;
Zimroz, Radoslaw .
9TH INTERNATIONAL CONFERENCE ON DAMAGE ASSESSMENT OF STRUCTURES (DAMAS 2011), 2011, 305
[5]   Detection of a fatigue crack in a UH-60A planet gear carrier using vibration analysis [J].
Blunt, David M. ;
Keller, Jonathan A. .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2006, 20 (08) :2095-2111
[6]   Construction of customized redundant multiwavelet via increasing multiplicity for fault detection of rotating machinery [J].
Chen, Jinglong ;
Zuo, Ming J. ;
Zi, Yanyang ;
He, Zhengjia .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2014, 42 (1-2) :206-224
[7]   Compound faults detection of rotating machinery using improved adaptive redundant lifting multiwavelet [J].
Chen, Jinglong ;
Zi, Yanyang ;
He, Zhengjia ;
Yuan, Jing .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2013, 38 (01) :36-54
[8]   Construction of adaptive redundant multiwavelet packet and its application to compound faults detection of rotating machinery [J].
Chen JingLong ;
Zi YanYang ;
He ZhengJia ;
Wang XiaoDong .
SCIENCE CHINA-TECHNOLOGICAL SCIENCES, 2012, 55 (08) :2083-2090
[9]   Construction of orthonormal multi-wavelets with additional vanishing moments [J].
Chui, CK ;
Lian, JA .
ADVANCES IN COMPUTATIONAL MATHEMATICS, 2006, 24 (1-4) :239-262
[10]   A study of orthonormal multi-wavelets [J].
Chui, CK ;
Lian, JA .
APPLIED NUMERICAL MATHEMATICS, 1996, 20 (03) :273-298