在 Xilinx FPGA 上实现带防倒转功能的非线性控制器

IF 2.9 4区 综合性期刊 Q1 Multidisciplinary
Samet Ahmed, Kourd Yahia, Lefebvre Dimitri
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引用次数: 0

摘要

本文介绍了一项关于饱和机电系统的研究,在该系统中应用了具有积分作用和防倒转功能的模糊混合控制器。研究的重点是在现场可编程门阵列(FPGA)板上实现这种积分模糊逻辑控制器(IFLC)。模糊控制器以其处理干扰和饱和的有效性而著称,采用并行结构。为了优化控制器的性能,采用了粒子群优化(PSO)技术来调整成员函数和反馈回路增益。复杂的代数概念和 1 类模糊逻辑算法被转化为适合 VHSIC 硬件描述语言 (VHDL) 的数学方程。使用 Vivado 和 Xilinx® System Generator (XSG) 工具在软件和硬件平台上对所提出的控制器进行了联合仿真。控制器结构中定点数据传播的使用确保了优化的实现方法。我们控制器的性能指标超过了传统的比例-积分-微分 (PID) 控制器,显示了调节系统动态的卓越功效。为了验证所提控制策略的有效性,我们通过控制模拟对其与之前的 PID 系统进行了全面比较。结果显示,速度过冲降低了 31%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Implementation of NonLinear Controller with Anti-Windup on Xilinx FPGA

This article describes a research study on an electromechanical system with saturation, where a fuzzy hybrid controller with integral action and anti-windup is applied. The study focuses on implementing this Integral Fuzzy Logic Controller (IFLC) on a Field-Programmable Gate Array (FPGA) board. The fuzzy controllers, known for their effectiveness in handling disturbances and saturations, are used in a parallel structure. To optimize the performance of the controller, the Particle Swarm Optimization (PSO) technique is employed to tune the membership functions and feedback loop gains. The complex algebraic concepts and Type 1 fuzzy logic algorithms are transformed into mathematical equations suitable for VHSIC Hardware Description Language (VHDL). The proposed controller is co-simulated using Vivado and Xilinx® System Generator (XSG) tools on both software and hardware platforms. The utilization of fixed-point data propagation in the controller's structure ensures optimized implementation methods. The performance index of our controller surpasses that of a conventional Proportional-Integral-Derivative (PID) controller, demonstrating superior efficacy in regulating the system dynamics. To verify the efficacy of the proposed control strategy, a thorough comparison is done using control simulations between it and previous PID systems. The results show a 31% decrease in speed overshoot.

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来源期刊
Arabian Journal for Science and Engineering
Arabian Journal for Science and Engineering 综合性期刊-综合性期刊
CiteScore
5.20
自引率
3.40%
发文量
0
审稿时长
4.3 months
期刊介绍: King Fahd University of Petroleum & Minerals (KFUPM) partnered with Springer to publish the Arabian Journal for Science and Engineering (AJSE). AJSE, which has been published by KFUPM since 1975, is a recognized national, regional and international journal that provides a great opportunity for the dissemination of research advances from the Kingdom of Saudi Arabia, MENA and the world.
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