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Analysis of Model Uncertainties Using Inverse Simulation

机译:使用逆仿真分析模型不确定性

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摘要

Helicopter modelling is a complex task as helicopters consist of many subsystems (nacelle, rotor, engine,u0001 u0001 u0001 ) that arerndescribed by coupled differential equations. Controller design requires a model that is accurate over a certain frequencyrnrange. Usually, system identification is used to derive the models from flight test data and the model complexityrndepends on the frequency range of interest. Since system identification is an empirical process and the measuredrndata are approximated by low-order equivalent models, high modelling accuracy is not self-evident. To assist systemrnidentification, inverse simulation is applied. This type of simulation computes control inputs needed to obtain thernmeasured output variables. The comparison of measured and inverse simulated control inputs provides an additionalrntool for model validation. In this paper, inverse simulation is applied to identified matrices of the EC135 ACT/FHS.rnThe results show that the model uncertainties can be subdivided into deterministic and stochastic ones. Finally therndeterministic modelling errors are described by generic transfer functions which can be used as disturbance input intornthe plant for controller design.
机译:直升机建模是一项复杂的任务,因为直升机包含许多子系统(机舱,旋翼,发动机,u0001,u0001,u0001),这些子系统由耦合的微分方程描述。控制器设计需要一个在一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得出模型,并且模型复杂度取决于所关注的频率范围。由于系统识别是一个经验过程,并且所测得的数据可通过低阶等效模型进行近似,因此高建模精度并不是不言而喻的。为了帮助系统识别,应用了逆仿真。这种类型的仿真计算获得测得的输出变量所需的控制输入。测量的和反向的模拟控制输入的比较为模型验证提供了额外的工具。本文将逆仿真应用于确定的EC135 ACT / FHS矩阵。结果表明,模型的不确定性可以分为确定性和随机性。最后,通过通用传递函数描述确定性建模误差,该传递函数可用作将干扰输入到工厂中进行控制器设计。

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