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Optimization of controller gains for FPGA-based multivariable motion controller using response surface methodology

机译:利用响应面法优化基于FpGa的多变量运动控制器的控制器增益

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摘要

Field Programmable Gate Arrays (FPGA) has become increasingly popular in recent years for control applications. Using contemporary FPGA technology, a powerful virtual processor can be synthesized and integrated with custom hardware to create a dedicated controller that outperforms conventional microcontroller and microprocessor based designs. The FPGA based controller takes advantage of both hardware features and virtual processor technology. This study details the development of a cascaded type Proportional-Derivative (PD) controller for an inverted pendulum system implemented on a single FPGA device. The controller includes a hardware based implementation of the Input Output (IO) modules including quadrature decoders/counters and a Pulse Width Modulation (PWM) controller for the motor driver. The NIOS II processor was synthesized to implement the cascaded PD controller algorithm. This study also proposes a novel method for obtaining the optimal controller gains for the system. It uses Design of Experiments (DoE) techniques for obtaining optimal gain values. In this study three Response Surface Methodology (RSM) designs: Central Composite, Box-Behnken and Uniform Design are used for obtaining optimal gain values. Based on the results of this study, the uniform design approach yielded the most satisfactory results. The gains provided by the response surface model from the uniform design experiment are verified experimentally to validate the proposed controller tuning method. A classic inverted pendulum system was selected to demonstrate the applicability of the proposed approach.
机译:近年来,现场可编程门阵列(FPGA)在控制应用中变得越来越流行。使用当代的FPGA技术,可以将功能强大的虚拟处理器进行合成,并与自定义硬件集成,以创建优于传统微控制器和基于微处理器的设计的专用控制器。基于FPGA的控制器充分利用了硬件功能和虚拟处理器技术。这项研究详细介绍了在单个FPGA器件上实现的倒立摆系统的级联型比例微分(PD)控制器的开发。该控制器包括输入输出(IO)模块的基于硬件的实现,其中包括正交解码器/计数器和用于电机驱动器的脉宽调制(PWM)控制器。合成了NIOS II处理器以实现级联的PD控制器算法。这项研究还提出了一种获取系统最佳控制器增益的新颖方法。它使用实验设计(DoE)技术来获得最佳增益值。在这项研究中,使用三种响应面方法(RSM)设计:中央复合材料,Box-Behnken和均匀设计来获得最佳增益值。根据这项研究的结果,统一设计方法产生了最令人满意的结果。通过响应面模型从统一设计实验中获得的增益进行了实验验证,以验证所提出的控制器调整方法。选择了经典的倒立摆系统来证明所提出方法的适用性。

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    Sekaran, Hari Priyai;

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  • 年度 2013
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