基于FPGA的实时自适应模糊控制器

Aws Abu-Khudhair, R. Muresan, Simon X. Yang
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引用次数: 8

摘要

基于模糊逻辑的控制系统为控制高度复杂和不精确的系统提供了一种简单有效的方法。然而,缺乏一种简单的硬件设计,能够修改模糊控制器的参数以适应操作环境或工厂系统行为的任何变化,这限制了基于模糊的控制系统在汽车和工业环境中的适用性。本文介绍了一种基于FPGA的模糊逻辑控制器的设计与实现,该控制器可以实时修改其隶属函数和规则库。控制器架构的开发是在美国国家仪器公司的智能数据采集板(PCI-7833R)上进行的,该板带有可重构的Xilinx Virtex-II FPGA。该设计结合了现有静态FPGA模糊控制架构的性能优势,以及传统微控制器和通用处理器的灵活性和易实现性。为了测试该控制器的有效性及其稳定高动态系统的能力,开发了半主动悬架系统。仿真结果表明,该FPGA控制器的性能比标准被动悬架系统提高了56%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
FPGA based real-time adaptive fuzzy logic controller
Fuzzy logic based control systems provide a simple and efficient method to control highly complex and imprecise systems. However, the lack of a simple hardware design that is capable of modifying the fuzzy controller's parameters to adapt for any changes in the operation environment, or behavior of the plant system limits the applicability of fuzzy based control systems in the automotive and industrial environments. The design and implementation of an FPGA based fuzzy logic controller, that allows real-time modification of its membership functions and rule base is introduced in this paper. The development of the controller's architecture is carried out on a National Instruments Intelligent DAQ board (PCI-7833R) with a reconfigurable Xilinx Virtex-II FPGA. The proposed design combines the performance advantages of existing static FPGA based fuzzy control architectures, with the flexibility and ease of implementation of conventional micro-controllers and general purpose processors. To test the efficiency of the controller and its ability to stabilize a highly dynamic system, a semi-active suspension system was developed. Simulation results for the proposed FPGA controller showed a 56% characteristic enhancement over the standard passive suspension system.
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