A Simple Condition Monitoring Method for Gearboxes Operating in Impulsive Environments

被引:19
|
作者
Schmidt, Stephan [1 ]
Zimroz, Radoslaw [2 ]
Chaari, Fakher [3 ]
Heyns, P. Stephan [1 ]
Haddar, Mohamed [3 ]
机构
[1] Univ Pretoria, Dept Mech & Aeronaut Engn, Ctr Asset Integr Management, ZA-0002 Pretoria, South Africa
[2] Wroclaw Univ Sci & Technol, Fac Geoengn Min & Geol, Grobli 15, PL-50421 Wroclaw, Poland
[3] Natl Sch Engn Sfax, Lab Mech Modelling & Prod, BP1173, Sfax 3038, Tunisia
关键词
gearbox diagnostics; synchronous median of the squared envelope; time-varying operating conditions; INFORMATIVE FREQUENCY BAND; LOCAL DAMAGE DETECTION; WIND TURBINES; SPEED; DIAGNOSTICS; PROGNOSTICS; SELECTION; FAULTS;
D O I
10.3390/s20072115
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Reliable condition indicators are necessary to perform effective diagnosis and prognosis. However, the vibration signals are often corrupted with non-Gaussian noise and rotating machines may operate under time-varying operating conditions. This impedes the application of conventional condition indicators. The synchronous average of the squared envelope is a relatively simple yet effective method to perform fault detection, fault identification and fault trending under constant and time-varying operating conditions. However, its performance is impeded by the presence of impulsive signal components attributed to impulsive noise or the presence of other damage modes in the machine. In this work, it is proposed that the synchronous median of the squared envelope should be used instead of the synchronous average of the squared envelope for gearbox fault diagnosis. It is shown on numerical and experimental datasets that the synchronous median is more robust to the presence of impulsive signal components and is therefore more reliable for estimating the condition of specific machine components.
引用
收藏
页数:18
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