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Analysis of Model Uncertainties Using Inverse Simulation

机译:使用逆模拟模型不确定性分析

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Helicopter modelling is a complex task as helicopters consist of many subsystems (nacelle, rotor, engine,...) that are described by coupled differential equations. Controller design requires a model that is accurate over a certain frequency range. Usually, system identification is used to derive the models from flight test data and the model complexity depends on the frequency range of interest. Since system identification is an empirical process and the measured data are approximated by low-order equivalent models, high modelling accuracy is not self-evident. To assist system identification, inverse simulation is applied. This type of simulation computes control inputs needed to obtain the measured output variables. The comparison of measured and inverse simulated control inputs provides an additional tool for model validation. In this paper, inverse simulation is applied to identified matrices of the EC135 ACT/FHS. The results show that the model uncertainties can be subdivided into deterministic and stochastic ones. Finally the deterministic modelling errors are described by generic transfer functions which can be used as disturbance input into the plant for controller design.
机译:直升机造型是一种复杂的任务,因为直升机由耦合微分方程描述的许多子系统(机舱,转子,发动机......)组成。控制器设计需要一个在特定频率范围内准确的模型。通常,系统识别用于从飞行测试数据中导出模型,而模型复杂性取决于频率范围。由于系统识别是经验过程,并且测量的数据被低位等效模型近似,高建模精度不是不言而喻的。为了帮助系统识别,应用逆模拟。这种类型的模拟计算获得测量输出变量所需的控制输入。测量和逆模拟控制输入的比较为模型验证提供了额外的工具。在本文中,应用逆模拟以识别EC135动作/ FHS的识别矩阵。结果表明,模型不确定性可以细分为确定性和随机的不确定性。最后,通过通用传输函数描述了确定性建模误差,该函数可以用作控制器设计的工厂中的干扰输入。

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