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A Fuzzy-PID Controller Combined with PSO Algorithm for the Resistance Furnace

机译:一种模糊PID控制器与电阻炉PSO算法相结合

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The paper presents a novel control strategy applying the particle swarm optimization (PSO) algorithm to optimize the scaling weights coefficients of the fuzzy-PID controller for the resistance furnace temperature control system, called PSO-based fuzzy-PID controller/ algorithm. The proposed PSO-based fuzzy-PID controller in this paper consist of the fuzzy-PID controller and the PSO algorithm. The proposed fuzzy-PID controller is combination of the advantage of PID control and fuzzy logic control. Firstly, the paper presents the mathematical model of the resistance furnace by identification method, based on the experimental data. Then, the design of the fuzzy-PID controller is given in this study. And then, the paper presents the design of the temperature control board using PIC16f with the installed PSO-based fuzzy-PID algorithm. Finally, the simulation and experimental results proved the stability of the proposed PSO-based fuzzy-PID controller with the disturbance, improved the furnace temperature control quality, through obtained major control criteria, such as overshoot, steady-state error, settling time, rising time.
机译:本文提出了一种应用粒子群优化(PSO)算法的新型控制策略,以优化用于电阻炉温度控制系统的模糊PID控制器的缩放权重系数,称为PSO的模糊PID控制器/算法。本文中所提出的基于PSO的模糊PID控制器包括模糊PID控制器和PSO算法。所提出的模糊PID控制器是PID控制和模糊逻辑控制的优势的组合。首先,根据实验数据,本文通过识别方法提出了电阻炉的数学模型。然后,在本研究中给出了模糊PID控制器的设计。然后,本文使用PIC16F与已安装的基于PSO的模糊PID算法呈现温度控制板的设计。最后,仿真和实验结果证明了所提出的PSO的模糊PID控制器的稳定性,通过扰动,改善了炉温控制质量,通过获得的主要控制标准,如过冲,稳态误差,稳定时间,升起时间。

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