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Design and tuning of importance-based fuzzy logic controller for a flexible-link manipulator

机译:基于重要性的柔性连杆机械手模糊逻辑控制器的设计与调试

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摘要

Fuzzy logic control presents a computationally efficient and robust alternative to conventional controllers for many systems. This paper presents a distributed fuzzy logic controller (FLC) structure for a flexible-link manipulator based on evaluating the importance degrees of the output variables of the system. The two velocity variables, which have higher importance degrees, are grouped together as the inputs of the Velocity FLC. The two displacement variables, which have lower importance degrees, are used as the inputs of the Displacement FLC. The outputs of those two FLCs are summed up to control the joint of the flexible link. The fuzzy rules of the distributed importance-based FLCs are written based on the expert knowledge, and the parameters of the membership functions of the two FLCs are tuned using nonlinear programming. The distributed importance-based FLC structure is further compared with two other commonly used structures: a Linear Quadratic Regulator and a distributed PD-like FLC. The robustness of the three controllers are tested and compared under various conditions.
机译:对于许多系统,模糊逻辑控制为传统控制器提供了一种计算有效且鲁棒的替代方案。本文在评估系统输出变量的重要程度的基础上,提出了一种用于柔性连杆机械手的分布式模糊逻辑控制器(FLC)结构。具有较高重要性程度的两个速度变量被组合在一起作为Velocity FLC的输入。重要性程度较低的两个位移变量用作“位移FLC”的输入。将这两个FLC的输出相加,以控制灵活链接的连接。基于专家知识,编写了基于重要性分布的FLC的模糊规则,并使用非线性编程对两个FLC的隶属函数的参数进行了调整。进一步将基于重要性分布的FLC结构与其他两个常用结构进行比较:线性二次调节器和类似PD的分布式FLC。在各种条件下测试并比较了三个控制器的鲁棒性。

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