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An Analysis to Modified Fuzzy PID Controller with Adaptive Scaling Factors and Smith Predictor

机译:具有自适应缩放因子和史密斯预测因子的修改模糊PID控制器的分析

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Control system based on traditional PID (TPID) algorithm is one of the most effective solutions in modern industries. In the meantime, the fuzzified PID (FPID) controller has also been researched in multiple disciplines for its better robustness and transient performance. This paper is aimed to improve a versatile procedure to determine the fuzzy I/O scaling factors automatically. First, it takes revisions on one existing hybrid auto-tuning fuzzy PID (HPID-FLC) structure and generalizes its accessibility to generic linear membership. Secondly, a function between input scaling factors and response error is expressed in different orders and applied on the fuzzy inference. A brief temperature control model is established with its transfer function tuned by Ziegler-Nichols (Z-N) frequency method and the Smith Predictor technique. The simulation results reveal that the third-order adaptive HPID-FLC whose initial scaling factors are determined directly by the TPID parameters contains the best transient characteristics in terms of the smallest percentage overshoot, fastest settle time, and an appropriate tolerance on load disturbance. The modeling and simulation processes are achieved by MATLAB/Simulink and Fuzzy toolbox.
机译:基于传统PID(TPID)算法的控制系统是现代行业中最有效的解决方案之一。与此同时,模糊化的PID(FPID)控制器也已经在多学科中研究了其更好的稳健性和瞬态性能。本文旨在改进多功能手术,以自动确定模糊I / O缩放因子。首先,它对一个现有的混合自动调整模糊PID(HPID-FLC)结构进行修订,并概括其对通用线性成员的可访问性。其次,输入缩放因子和响应误差之间的功能以不同的顺序表示并应用于模糊推断。通过Ziegler-Nichols(Z-N)频率方法和史密斯预测仪技术调整的传递函数建立了简短的温度控制模型。仿真结果表明,三阶的自适应HPID-FLC其初始缩放因子由TPID参数直接确定,在最小的百分比过冲,最快的稳定时间和对负载干扰的适当公差方面,最佳的瞬态特征。 Matlab / Simulink和Fuzzy Toolbox实现建模和仿真过程。

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