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On the Development of a Fuzzy Logic Model-less Aircraft Controller

机译:模糊逻辑无模型飞机控制器的研制

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The Robust Learning Control program at NASA Langley Research Center(LaRC) is developing techniques to enable Rapid Aerodynamic Modeling for NASA's Transformational Tools and Technologies Project. The challenge is to design a robust flight control system without prior complete knowledge of the aircraft mathematical model and aerodynamics. In this paper, the challenge is addressed with the development of a Takagi-Sugeno-Kang fuzzy logic controller. This paper compares the performance and robustness of similarly configured Type-1 and Interval Type-2 fuzzy logic controllers. These fuzzy logic controllers are not based upon a mathematical model but rather on a rule base of generic flight control laws generated from the designer's knowledge of aircraft flight mechanics. The controllers must provide acceptable performance without the need for tuning. A systematic approach for selecting input and output scaling gains for the fuzzy inference systems that makes this possible is discussed. The controller architecture uses two channels to provide absolute and incremental controller commands as needed. The absolute channel is designed to reject disturbances and decrease rise time, while the incremental channel provides tracking and reduced steady state error. The fuzzy logic controllers were implemented on an aircraft model in the NASA Langley 12-Foot low speed tunnel mounted on a free-to-pitch and free-to-roll rig. The development of the controller architecture and wind tunnel results will be presented.
机译:NASA兰利研究中心(LaRC)的“稳健学习控制”计划正在开发技术,以实现对NASA变革工具和技术项目的快速空气动力学建模。面临的挑战是设计一种功能强大的飞行控制系统,而无需事先完全了解飞机的数学模型和空气动力学。本文通过开发Takagi-Sugeno-Kang模糊逻辑控制器解决了这一挑战。本文比较了类似配置的Type-1和Interval Type-2模糊逻辑控制器的性能和鲁棒性。这些模糊逻辑控制器不是基于数学模型,而是基于设计人员对飞机飞行力学的了解而生成的通用飞行控制律的规则库。控制器必须提供可接受的性能,而无需进行调整。讨论了为模糊推理系统选择输入和输出缩放比例增益的系统方法,该方法使这成为可能。控制器体系结构使用两个通道来根据需要提供绝对和增量控制器命令。绝对通道旨在消除干扰并减少上升时间,而增量通道可提供跟踪功能并减少稳态误差。模糊逻辑控制器在NASA Langley 12英尺低速隧道的飞机模型上实现,该隧道安装在可自由俯仰和可自由滚动的钻机上。将介绍控制器架构的发展和风洞的结果。

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