Ship rotating mechanical equipment feed-forward vibration control system based on supervised learning

A technology of supervised learning for rotating machinery equipment, applied in the direction of mechanical oscillation control, non-rotating vibration suppression, control/regulation system, etc., can solve problems such as changes and update secondary channels, and adapt to changes in vibration conditions with simple structure , good vibration control effect

Active Publication Date: 2022-05-13
NO 719 RES INST CHINA SHIPBUILDING IND
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Problems solved by technology

[0003] In order to solve the above-mentioned problem that the secondary channel cannot be updated online according to the change of working conditions, the present invention provides a feedforward vibration control system for ship rotating machinery based on supervised learning. With the help of supervised learning, the secondary channel model can be updated online according to different working conditions , to adapt to complex vibration conditions and achieve better vibration control effects

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  • Ship rotating mechanical equipment feed-forward vibration control system based on supervised learning
  • Ship rotating mechanical equipment feed-forward vibration control system based on supervised learning
  • Ship rotating mechanical equipment feed-forward vibration control system based on supervised learning

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[0038] In order to enable those skilled in the art to better understand the solutions of the present application, the technical solutions in the embodiments of the present application will be clearly and completely described below in conjunction with the drawings in the embodiments of the present application.

[0039] Feed-forward vibration control is a common control method, which needs to build a secondary channel model in the algorithm. The secondary channel model is affected by changes in operating conditions such as equipment speed and ambient temperature, but the previous feed-forward vibration control generally did not take into account the impact of these operating condition changes on the secondary channel model. However, in the actual control process, in order to achieve better vibration control effect, it is necessary to consider the influence of equipment speed, ambient temperature and other operating conditions on the secondary channel model in the algorithm, and u...

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Abstract

According to the ship rotating mechanical equipment feedforward vibration control system based on supervised learning, by means of the pre-trained supervised learning model, the model parameter Apq of the secondary channel model can be updated on line according to different working conditions, and meanwhile weight parameters are updated according to historical acceleration signals, rotating speed signals and the like; and finally, based on the rotating speed signal filtered by the model parameter Apq and the weight parameter, obtaining a current signal of the driving motor for inhibiting the vibration of the rotating mechanical equipment, so that the influence of the vibration working condition change on the secondary channel is considered, the algorithm precision is higher, the method is more suitable for the vibration working condition change, and a better vibration control effect can be achieved.

Description

technical field [0001] The invention belongs to the technical field of mechanical vibration control, and in particular relates to a feedforward vibration control system for ship rotating mechanical equipment based on supervised learning. Background technique [0002] The motors, steam turbines, pumps and other rotating machinery equipped on various ships are generally connected to the hull through rubber vibration isolators. The rubber vibration isolator plays the role of connection on the one hand and vibration isolation on the other. However, rubber vibration isolators generally have better vibration isolation effects on high-frequency spectrum lines, but poor vibration isolation effects on low-frequency spectrum lines. Therefore, active vibration control techniques have been proposed for further reducing the low spectral lines. Feed-forward vibration control is a common control method, which needs to build a secondary channel model in the algorithm. The secondary chann...

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G05D19/00G06N3/08B63B79/10B63B79/20F16F15/08
CPCG05D19/00G06N3/08B63B79/10B63B79/20F16F15/08
Inventor 丰星星陈虹喻卫宁滕大伟张安付赵志高游卓魏伟陈虎王鹏吴刚宋清华
Owner NO 719 RES INST CHINA SHIPBUILDING IND
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