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首页> 外文期刊>International Journal of Turbo and Jet Engines >Intelligent Control of the F-100 Turbofan Engine for Full Flight Envelope Operation
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Intelligent Control of the F-100 Turbofan Engine for Full Flight Envelope Operation

机译:F-100涡扇发动机的智能控制,可实现全包络飞行

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摘要

A nonlinear intelligent controller is proposed in this paper for the main fuel flow of the F-100 turbofan engine. Three different kinds of method, fuzzy control, neural network, and genetic algorithm are combined to design the controller. These three methods are known to be effective methods to deal with nonlinear systems. The fuzzy logic controller is designed in a way that the turbo engine will respond to the input signal at a minimum time without violating any safety limits. The genetic algorithm is applied for off-line learning the most suitable design parameters of the fuzzy logic controller. For full flight-envelope operation, a feedforward error-back-propagation neural network is used to learn the mapping of engine's altitude and Mach number into the parameters of the fuzzy logic controller. Finally, to reduce the tracking error of the rotor speed, an additional fuzzy controller is used to adjust the scaling factor of the main fuzzy controller.
机译:针对F-100涡扇发动机的主要燃油流量,提出了一种非线性智能控制器。结合了三种不同的方法,模糊控制,神经网络和遗传算法来设计控制器。已知这三种方法是处理非线性系统的有效方法。模糊逻辑控制器的设计方式是,涡轮发动机将在最短时间内响应输入信号,而不会违反任何安全限制。遗传算法用于离线学习模糊逻辑控制器的最合适的设计参数。对于完整的飞行包络操作,使用前馈误差反向传播神经网络来学习发动机的高度和马赫数到模糊逻辑控制器参数的映射。最后,为了减少转子速度的跟踪误差,使用了一个附加的模糊控制器来调节主模糊控制器的比例因子。

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