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Fuzzy PID Controllers Using FPGA Technique for Real Time DC Motor Speed Control

机译:使用FPGA技术进行实时直流电动机速度控制的模糊PID控制器

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摘要

The design of intelligent control systems has become an area of intense research interest. The development of an effective methodology for the design of such control systems undoubtedly requires the synthesis of many concepts from artificial intelligence. The most commonly used controller in the industry field is the proportional-plus-integral-plus-derivative (PID) controller. Fuzzy logic controller (FLC) provides an alternative to PID controller, especially when the available system models are inexact or unavailable. Also rapid advances in digital technologies have given designers the option of implementing controllers using Field Programmable Gate Array (FPGA) which depends on parallel programming. This method has many advantages over classical microprocessors. In this research, A model of the fuzzy PID control system is implemented in real time with a Xilinx FPGA (Spartan-3A, Xilinx Company, 2007). It is introduced to maintain a constant speed to when the load varies. The model of a DC motor is considered as a second order system with load variation as an example for complex model systems. For comparison purpose, two widely used controllers "PID and Fuzzy" have been implemented in the same FPGA card to examine the performance of the proposed system. These controllers have been tested using Matlab/Simulink program under speed and load variation conditions. The controllers were implemented to run the motor as real time application under speed and load variation conditions and showed the superiority of Fuzzy-PID.
机译:智能控制系统的设计已成为研究热点。毫无疑问,开发一种有效的方法来设计此类控制系统需要从人工智能中综合许多概念。工业领域最常用的控制器是比例加积分加微分(PID)控制器。模糊逻辑控制器(FLC)提供了PID控制器的替代方法,特别是在可用系统模型不精确或不可用时。数字技术的飞速发展也使设计人员可以选择使用取决于并行编程的现场可编程门阵列(FPGA)来实现控制器。与传统的微处理器相比,该方法具有许多优势。在这项研究中,使用Xilinx FPGA实时实现了模糊PID控制系统模型(Spartan-3A,Xilinx公司,2007年)。引入它是为了在负载变化时保持恒定的速度。直流电动机的模型被认为是带有负载变化的二阶系统,例如复杂模型系统。为了进行比较,已在同一张FPGA卡中实现了两个广泛使用的控制器“ PID和Fuzzy”,以检查所提出系统的性能。这些控制器已经使用Matlab / Simulink程序在速度和负载变化条件下进行了测试。该控制器被实现为在速度和负载变化条件下以实时应用方式运行电动机,并显示了Fuzzy-PID的优越性。

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