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Experimental Fuzzy Logic Controller Type 2 for a Quadrotor Optimized by ANFIS

机译:通过ANFIS优化的四旋翼实验模糊逻辑控制器2型

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Quadrotors are nonlinear systems that can be controlled by human experts. Since the mathematical models of Quadrotors are quite complex, the expert knowledge may be one way to come to a solution for controlling Quadrotors. However, human experts make occasionally mistakes, and thus some linguistic rules used in the controller may be false or redundant. Hence, fuzzy logic type 2 optimized by ANFIS (Adaptive Neuro-Fuzzy Inference Systems), which can deal with uncertainties, could be applied to control Quadrotors. ANFIS can optimize the number of linguistic rules and the domain of membership functions could be adjusted automatically. In addition, ANFIS should also be capable of identifying bad rules so the digital system (micro-controller) can decrease the computational resources required for implementing the fuzzy logic controller type 2. The controller designed can accomplish excellent experimental results when it is reduced by an ANFIS system. To confirm robustness in the fuzzy logic controller a noise signal was added in the position control loop for the Quadrotor. Besides, a comparison between fuzzy logic controller type 2 tuned by an expert and Fuzzy Logic type 2 optimized by an ANFIS is illustrated. Experimental results confirmed the good response reached when fuzzy logic type 2 optimized by ANFIS is deployed.
机译:四旋翼是可以由人类专家控制的非线性系统。由于四旋翼的数学模型非常复杂,因此专家知识可能是解决四旋翼问题的一种方法。但是,人类专家有时会犯错误,因此控制器中使用的某些语言规则可能是错误的或多余的。因此,可以将由ANFIS(自适应神经模糊推理系统)优化的模糊逻辑类型2(可处理不确定性)应用于控制四旋翼飞机。 ANFIS可以优化语言规则的数量,并且可以自动调整隶属函数的范围。此外,ANFIS还应该能够识别不良规则,因此数字系统(微控制器)可以减少实现类型2的模糊逻辑控制器所需的计算资源。设计的控制器将其减少2个后,即可获得出色的实验结果。 ANFIS系统。为了确认模糊逻辑控制器的鲁棒性,在四旋翼的位置控制回路中添加了噪声信号。此外,还说明了专家调整的2型模糊逻辑控制器与ANFIS优化的2型模糊逻辑控制器之​​间的比较。实验结果证实,当部署通过ANFIS优化的2型模糊逻辑时,可获得良好的响应。

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