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The residual life prediction of the satellite attitude control system based on Petri net

机译:基于Petri网的卫星姿态控制系统的剩余寿命预测

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Residual life is widely recognized as the time period that the system can work normally from the current operating conditions until broken. As an important means of system health evaluation, the residual life prediction has become a research hotspot at home and abroad. The residual life of the satellite attitude control system is affected by a variety of factors. In this paper, the concept of degraded state or partial failure is introduced to analyze the influence caused by different failures of the system thoroughly. Five states are defined in this paper numbered from 1 to 5 in consideration of the severity of the failure. There are transitions between states, whose conditional probability can be estimated through Kaplan-Meier estimator and then fitted as parametric Weibull distribution via the Maximum Likelihood Estimation (MLE) approach. The states and the transitions constitute the Petri net model of the satellite attitude control system, on which the residual life can be predicted through a large number of simulations. In the end of the paper, some simulations of specific satellite attitude control system are made given the state of the system, from which we can predict the residual life of the system and the possible state the system may transition to in advance. In this paper, we explore the residual life prediction method in terms of the satellite attitude control system, which will be helpful for making effective mission plans for satellites on orbit.
机译:剩余寿命被广泛认为是系统从当前操作条件到损坏为止可以正常工作的时间。剩余寿命预测作为系统健康评估的重要手段,已经成为国内外研究的热点。卫星姿态控制系统的剩余寿命受多种因素影响。本文介绍了退化状态或部分故障的概念,以彻底分析系统的各种故障所造成的影响。考虑到故障的严重性,本文定义了五个状态,编号为1到5。状态之间存在转换,可以通过Kaplan-Meier估计器估计其条件概率,然后通过最大似然估计(MLE)方法将其拟合为参数Weibull分布。状态和过渡构成了卫星姿态控制系统的Petri网模型,在该模型上,可以通过大量仿真来预测剩余寿命。最后,根据系统状态对特定的卫星姿态控制系统进行了一些仿真,从中可以预测系统的剩余寿命以及系统可能过渡到的可能状态。在本文中,我们将从卫星姿态控制系统的角度探索剩余寿命预测方法,这将有助于制定有效的在轨卫星任务计划。

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