Remaining useful life (RUL) prediction is a crucial mission for the Prognostic and Health Management (PHM) of machinery equipment in modern industry. In this paper, we use two different methods to predict degradation occurring in high-speed shaft bearing (HSSB) and predict the RUL using Artificial Neural Network (ANN) and Kalman Smoother (KS). To confirm the …
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WhatsApp: +86 18221755073The high speed shaft coupling consists of flanges, torque limiters, a spacer, hub, and brake disk. The high speed shaft coupling was modeled in SolidWorks 2016, and a structural analysis was performed in the finite element analysis software ANSYS 19. Figure 2 shows the finite element model of the high speed shaft coupling.
WhatsApp: +86 18221755073Most gearbox failures have stemmed from failure of bearings, particularly high-speed shaft (HSS) bearings [3], although there is a lack of more modern statistics. Other problematic bearings are main bearings [4], [5] and pitch bearings [4], [6].
WhatsApp: +86 18221755073This paper examined wind turbine gearbox high-speed shaft bearing loads and stresses through modeling and full-scale dynamometer testing. Bearing outer race loads were …
WhatsApp: +86 18221755073Here, T 1 is the high-speed shaft torque and η is the efficiency of the reducer (=0.955). (2) Calculate the allowable torque: d sh is the shaft diameter, mm; h k is the key height, mm; t k is the depth of the keyway, mm; l tr is the support length of the key, mm; b k is the key width, mm; σ sc is the allowable compressive stress, N/mm 2; τ ps is the allowable shear …
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WhatsApp: +86 18221755073Vibration signals contain abundant information that reflects the health status of wind turbine high-speed shaft bearings ((HSSBs). Accurate health assessment and remaining useful life (RUL) prediction are the keys to the scientific maintenance of wind turbines. In this paper, a method based on the combination of a comprehensive evaluation function and a self …
WhatsApp: +86 18221755073A significant number of failures of wind turbine drivetrains occur in the high-speed shaft bearings. In this paper, a vibration-based prognostic and health monitoring methodology …
WhatsApp: +86 18221755073ment and the brake disk weight; however, their contribution to the bearing loads is relatively small compared with the contribution from the high‐ speed pinion gear mesh force.20 FIGURE 2 Instrumented high‐speed shaft. TRB, tapered roller bearing. Photo by Jonathan Keller, NREL 27895 [Colour figure can be viewed at
WhatsApp: +86 18221755073To understand WEC-related failures in wind turbine gearboxes, instrumentation was added to the GRC high-speed shaft (HSS) and bearings, 17, 18 and a series of field-representative dynamometer tests were conducted. 19 Gearbox motion and bearing loads in steady-state operations were examined first, 20, 21 followed by transient tests. 22 This ...
WhatsApp: +86 18221755073Once validated, these models can be used to evaluate the roller slip losses or cumulative frictional energy that are considered potential driving factors for wind turbine gearbox high-speed-shaft and high intermediate speed shaft bearing failures by white etching cracks.",
WhatsApp: +86 18221755073When wind speed is near the cut-in wind (i.e. the lowest wind speed needed for power generation), the main shaft will be in lower speed (high speed shaft perhaps 1500 rpm). When the wind speed is higher than cut-in wind, the main shaft speed operates higher on the power curve, close to 1800 RPM, the Figure 3 shows the mean of speed shaft over ...
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WhatsApp: +86 18221755073The dataset is collected from a 2MW wind turbine high-speed shaft driven by a 20-tooth pinion gear [1]. A vibration signal of 6 seconds was acquired each day for 50 consecutive days (there are 2 measurements on March 17, which are treated as two days in this example). An inner race fault developed and caused the failure of the bearing across ...
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WhatsApp: +86 18221755073The high-speed shaft bearing in an operational wind turbine gearbox was instrumented by bonding piezo-electric ultrasonic sensors onto the outer raceway. The sensors were used to generate ultrasonic pulses that were reflected from the raceway-roller contact and recorded by the same sensor.
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WhatsApp: +86 18221755073Efforts to relate high-speed shaft (HSS) torque, bending, and bearing loads to model predictions are also discussed in this work.
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WhatsApp: +86 18221755073INTERNAL SHAFT. HSS COUPLING. Failure % - Data based on 257 gearbox damage records in GRC database (Sheng 2013) HSS bearings . Safe area of bearing operation, reproduced from (Stadler and Baum 2014) • High failure rates and repair costs of high-speed shaft (HSS) bearings . o. HSS bearings represent nearly 28% of the total cost over the different
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WhatsApp: +86 18221755073on investigating loads experienced by the high-speed shaft (HSS), pinion, and supporting bearings due to the prevalence of similar failures in industry gearboxes [8]. To facilitate this,
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