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Comparison of ANFIS and Neural Network Direct Inverse Control Applied to Wastewater Treatment System

机译:ANFIS和神经网络直接反向控制应用于废水处理系统的比较

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Large disturbances and highly nonlinear nature of the wastewater treatment system makes its control very difficult and challenging. The control of the system using conventional techniques becomes hard and often impossible. This paper presents a comparison of an adaptive neuro-fuzzy inference system (ANFIS) and neural network (NN) inverse control applied to the system. The performances of the controllers were evaluated based on the rise time;;percent overshot and the mean error. Simulation results revealed that the ANFIS controller performance was slightly better compared to the neural network controller. The proposed ANFIS controller is effective and useful to the process.
机译:废水处理系统的大扰动和高度非线性性质使其控制非常困难和具有挑战性。使用常规技术对系统的控制变得艰难,通常是不可能的。本文介绍了应用于系统的自适应神经模糊推理系统(ANFIS)和神经网络(NN)逆控制的比较。基于上升时间评估控制器的性能;;百分比过度和平均误差。仿真结果表明,与神经网络控制器相比,ANFIS控制器性能略微更好。所提出的ANFIS控制器对过程有效和有用。

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