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Enhanced speed control of a DC servo system using PI + DF controller tuned by stochastic fractal search technique

机译:随机分形搜索技术调整的PI + DF控制器增强了DC伺服系统的速度控制

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摘要

Since Proportional +Integral +Derivative (PID) controller is still the workhorse in taking over the workload of process control systems, this article introduces a new design methodology toward improving the performance of such controller. After a PI control law with windup protection is given, it is combined with a derivative path employing a first-order low pass filter in an innovative way to develop a performant controller called PI + DF controller. In attempting to attain a high level of control performance, gains of this controller including proportional, integral, derivative and filter gains are tuned choosing the recently introduced Stochastic Fractal Search (SFS) algorithm owing to its superiority to many state-of-the-art algorithms considering convergence, accuracy and robustness. To evaluate the efficacy of SFS, Particle Swarm Optimization (PSO) is also applied to the case study. Furthermore, the presented SFS optimized PI + DF controller is compared to a recently reported control scheme through simulation and experimental tests on an identical DC servo system. After providing the stability proof, SFS tuned PI + DF controller is found to be the pioneer in exhibiting the most accurate speed response profile under complicated scenarios, which is followed by PSO tuned PI + DF controller and the existing control approach, respectively. (C) 2018 The Franklin Institute. Published by Elsevier Ltd. All rights reserved.
机译:由于比例+积分+导数(PID)控制器仍然是接管过程控制系统工作量的主力军,因此本文介绍了一种新的设计方法,以改善此类控制器的性能。给出具有停振保护的PI控制法则后,将其与采用一阶低通滤波器的微分路径结合起来,以创新的方式开发出一种称为PI + DF控制器的高性能控制器。为了获得高水平的控制性能,该控制器的增益(包括比例,积分,微分和滤波器增益)经过调整,选择了最近引入的随机分形搜索(SFS)算法,这是因为该算法优于许多最新技术考虑收敛性,准确性和鲁棒性的算法。为了评估SFS的有效性,粒子群优化(PSO)也应用于案例研究。此外,通过在相同的直流伺服系统上进行的仿真和实验测试,将提出的SFS优化的PI + DF控制器与最近报告的控制方案进行了比较。在提供稳定性证明后,SFS调整的PI + DF控制器被发现是在复杂场景下展现最准确的速度响应曲线的先驱,其次是PSO调整的PI + DF控制器和现有的控制方法。 (C)2018富兰克林研究所。由Elsevier Ltd.出版。保留所有权利。

著录项

  • 来源
    《Journal of the Franklin Institute》 |2019年第3期|1333-1359|共27页
  • 作者

    Celik Emre; Gor Halil;

  • 作者单位

    Duzce Univ, Engn Fac Elect & Elect Engn, Duzce, Turkey;

    Hakkari Univ, Engn Fac Elect & Elect Engn, Hakkari, Turkey;

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  • 原文格式 PDF
  • 正文语种 eng
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  • 入库时间 2022-08-18 04:10:06

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