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System For Diagnosis of Degradation Status and Predicting Remaining Useful Life of Rotating Device

机译:退化状态诊断和预测旋转设备剩余使用寿命的系统

摘要

The present invention relates to a diagnosis system for deteriorated state of a rotating body and a system for predicting the remaining useful life of the rotating body, the system comprising: an initial efficiency map operation unit for calculating efficiency in an initial state of the rotating body to obtain an initial efficiency map of the rotating body; An efficiency calculation unit for calculating an efficiency of the rotating body by obtaining an output load with respect to a real time input load of the rotating body; An update efficiency map operator for obtaining an update efficiency map by applying an actual efficiency of the rotating body obtained by the efficiency calculator to the initial efficiency map; An efficiency map modeling unit for modeling the efficiency map for each unit time with respect to the total drive time of the rotating body in the update efficiency map; And a deterioration curve generator for generating an efficiency deterioration curve for the entire drive time of the rotor by applying an equivalent load per unit time to the modeled efficiency map; And a control unit. The efficiency deterioration curve of the rotating body can be converged to approximate the measured value by expanding the initial efficiency and the limited measured data of the rotating body through machine learning or deep running, thereby improving the reliability of the state diagnosis and the remaining effective life prediction have. In addition, the efficiency map for generating the efficiency deterioration curve is layered and modeled by unit time (constant cycle) within the entire drive time of the rotating body, thereby making it possible to diagnose the efficiency map of the rotating body, The accurate deterioration state diagnosis of the rotating body and the remaining useful life prediction can be realized by matching with the efficiency map at a specific point in time. Furthermore, by adopting the concept of an equivalent load (a representative value of the output load that changes with the driving time of the rotating body), the state of the rotating body can be diagnosed under the condition that the load of the speed reducer fluctuates.
机译:本发明涉及用于旋转体的劣化状态的诊断系统和用于预测旋转体的剩余使用寿命的系统,该系统包括:初始效率图操作单元,用于计算旋转体的初始状态下的效率。获得旋转体的初始效率图;效率计算单元,用于通过获得相对于旋转体的实时输入负载的输出负载来计算旋转体的效率;更新效率图运算器,其通过将由效率计算器获得的旋转体的实际效率应用于初始效率图来获得更新效率图;效率图建模单元,用于相对于更新效率图中的旋转体的总驱动时间,对每个单位时间的效率图进行建模。以及劣化曲线生成器,其通过将每单位时间的等效负载施加于建模的效率图来生成转子的整个驱动时间的效率劣化曲线;和一个控制单元。通过机器学习或深度学习扩展旋转体的初始效率和有限的测量数据,可以将旋转体的效率劣化曲线收敛为近似于测量值,从而提高状态诊断的可靠性和剩余有效寿命预测有。另外,用于生成效率劣化曲线的效率图在旋转体的整个驱动时间内通过单位时间(恒定周期)进行分层和建模,从而可以诊断旋转体的效率图。旋转体的状态诊断和剩余使用寿命预测可以通过在特定时间点与效率图匹配来实现。此外,通过采用等效负载(随旋转体的驱动时间而变化的输出负载的代表值)的概念,可以在减速器的负载波动的情况下诊断旋转体的状态。 。

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