Evolvable building blocks for analog fuzzy logic controllers

Jorge Luís Machado do Amaral, Jose F. M. Amaral, C. C. Santini, R. Tanscheit, M. Vellasco, M. Pacheco, A. C. M. Filho
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引用次数: 9

Abstract

This work discusses the use of an evolvable hardware (EHW) platform in the synthesis of analog electronic circuits for fuzzy logic controllers. A fuzzy logic controller (FLC) is defined by a collection of fuzzy if-then rules and a set of membership functions characterizing the linguistic terms associated with the inputs and output of the FLC. The EHW analog platform, named PAMA-NG (programmable analog multiplexer array - next generation), is a reconfigurable platform that consists of integrated circuits whose internal connections can be programmed by evolutionary computation techniques, such as genetic algorithms, to synthesize circuits. The PAMA-NG is classified as a field programmable analog array (FPAA). FPAAs have appeared recently and constitute the state of the art in the technology of reconfigurable platforms. These devices will become the building blocks of a forthcoming class of hardware, with the important features of self-adaptation and self-repairing, through automatic reconfiguration. This article focuses on the development of building blocks for analog FLCs on the PAMA-NG and presents case studies.
模拟模糊逻辑控制器的可进化构建块
本文讨论了在模糊逻辑控制器的模拟电路合成中使用可进化硬件(EHW)平台。模糊逻辑控制器(FLC)是由一组模糊if-then规则和一组描述与模糊逻辑控制器的输入和输出相关的语言项的隶属函数定义的。名为PAMA-NG(可编程模拟多路复用器阵列-下一代)的EHW模拟平台是一个可重构平台,由集成电路组成,其内部连接可以通过遗传算法等进化计算技术编程来合成电路。PAMA-NG被归类为现场可编程模拟阵列(FPAA)。FPAAs是最近才出现的,它代表了可重构平台技术的最新发展。这些设备将成为即将到来的硬件的基石,通过自动重新配置,具有自适应和自我修复的重要特征。本文重点介绍了基于PAMA-NG的模拟flc构建模块的开发,并介绍了案例研究。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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