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Extending conventional loop design techniques to fuzzy logic control.

机译:将常规回路设计技术扩展到模糊逻辑控制。

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摘要

Fuzzy Logic Control may be described as a knowledge-based linguistic control strategy. The knowledge base is represented by a set of control rules. These rules allow human intuition and experience to become the control strategy. In a conventional control system the control law is an analytic function of the process state. In fuzzy logic control systems the control law is composed of if condition-then action type linguistic statements in which the action, or consequent, is a function of the condition, or antecedent.; Since its inception in 1965, fuzzy logic control has found application in the process industries. In spite of any number of successful applications, it has not been widely accepted by the control engineering community. This may be attributed to the lack of a sound foundation for analysis and design in traditional engineering terms. The objective of this dissertation is to offer such a foundation.; This objective is accomplished in three distinct ways. First, a mathematical analysis of the current techniques used in the realization of a fuzzy logic controller is performed. This analysis defines how the various fuzzy logic controller parameters influence its dynamic properties. This is the first step in the process of establishing fuzzy logic control in traditional engineering terms. This analysis defines the relationship between the fuzzy logic controller parameters and common engineering performance measure.; Secondly, alternatives to current techniques are proposed. These alternatives transform the nonlinear controller into a linear model. This model is expressed in traditional engineering terms and can be used with any of the conventional analysis and design strategies.; Finally, a design strategy is proposed for both known and unknown processes. This strategy, based on the proposed alternatives, utilizes the linear model to achieve expected performance standards. The concept of trajectory tuning is introduced as a means of improving performance by nonlinearizing the response trajectory. A case study is included to illustrate how superior performance can be achieved.
机译:模糊逻辑控制可以描述为基于知识的语言控制策略。知识库由一组控制规则表示。这些规则使人类的直觉和经验成为控制策略。在常规控制系统中,控制律是过程状态的解析函数。在模糊逻辑控制系统中,控制律由条件-动作类型语言陈述组成,其中动作或结果是条件或先决条件的函数。自1965年成立以来,模糊逻辑控制已在过程工业中得到应用。尽管有许多成功的应用,但它尚未被控制工程界广泛接受。这可能是由于缺乏传统工程术语进行分析和设计的坚实基础所致。本文的目的是提供这样的基础。该目标以三种不同的方式实现。首先,对用于实现模糊逻辑控制器的当前技术进行数学分析。该分析定义了各种模糊逻辑控制器参数如何影响其动态特性。这是按照传统工程术语建立模糊逻辑控制过程的第一步。该分析定义了模糊逻辑控制器参数与常用工程性能指标之间的关系。其次,提出了替代当前技术的方法。这些选择将非线性控制器转换为线性模型。该模型以传统工程术语表达,可与任何常规分析和设计策略一起使用。最后,针对已知和未知过程提出了一种设计策略。基于提议的替代方案,该策略利用线性模型来达到预期的性能标准。引入了轨迹调整的概念,作为通过使响应轨迹非线性化来提高性能的一种手段。包括一个案例研究,以说明如何实现卓越的性能。

著录项

  • 作者

    Kirby, Raymond L.;

  • 作者单位

    The University of Alabama.;

  • 授予单位 The University of Alabama.;
  • 学科 Engineering Electronics and Electrical.; Artificial Intelligence.
  • 学位 Ph.D.
  • 年度 1994
  • 页码 134 p.
  • 总页数 134
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 无线电电子学、电信技术;人工智能理论;
  • 关键词

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