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A Dynamic Approach to Performance Analysis and Reliability Improvement of Control Systems With Degraded Components

机译:具有退化组件的控制系统性能分析和可靠性改进的动态方法

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Control systems are among the most important subsystems for their ability to undertake indispensable functions in safety-critical systems. Since many key components of such systems follow different performance degradation paths, therefore it is important to have an approach capable of correctly estimating the performance of control systems containing a variety of degraded components. One solution is to endow an existing estimation approach to equip with a capability to cope with uncertainties and inadequate system specifications. This paper presents a hybrid model capable of improving existing approaches by applying the Laplace transform to the time-varying model of the control system while taking into account the varying behaviors of components over different time slices. Reliability is estimated through an event-based Monte Carlo simulation that does not require knowledge of the exact reliability function. System reliability is improved by using the particle swarm optimization method. The method searches for the optimal parameters of the control strategy by compensating for the loss in effectiveness caused by degraded components. The proposed approach is validated through a case study conducted on a simulated cooling system. Numerical results have shown that the proposed approach is capable of improving the reliability of control systems subject to total run time constraints.
机译:由于控制系统具有执行安全关键系统中必不可少的功能的能力,因此它们是最重要的子系统之一。由于此类系统的许多关键组件遵循不同的性能下降路径,因此,重要的是要有一种能够正确估计包含各种退化组件的控制系统性能的方法。一种解决方案是赋予现有的估算方法以具备应对不确定性和系统规格不足的能力。本文提出了一种混合模型,该模型能够通过将拉普拉斯变换应用于控制系统的时变模型,同时考虑组件在不同时间段上的变化行为,从而改进现有方法。可靠性是通过基于事件的蒙特卡洛模拟来估算的,该模拟不需要了解确切的可靠性函数。通过使用粒子群优化方法提高了系统可靠性。该方法通过补偿由退化组件引起的有效性损失来搜索控制策略的最佳参数。通过在模拟冷却系统上进行的案例研究验证了所提出的方法。数值结果表明,所提出的方法能够提高受总运行时间约束的控制系统的可靠性。

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