• 제목/요약/키워드: Fuzzy Analysis

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Stability Analysis and Proposal of a Simple Form of a Fuzzy PID Controller

  • Lee, Byung-Kyul;Kim, In-Hwan;Kim, Jong-Hwa
    • Journal of Advanced Marine Engineering and Technology
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    • 제28권8호
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    • pp.1299-1312
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    • 2004
  • This paper suggests the simple form of a fuzzy PID controller and describes the design principle, tracking performance, stability analysis and changes of parameters of a suggested fuzzy PID controller. A fuzzy PID controller is derived from the design procedure of fuzzy control. It is well known that a fuzzy PID controller has a simple structure of the conventional PID controller but posses its self-tuning control capability and the gains of a fuzzy PID controller become nonlinear functions of the inputs. Nonlinear calculation during fuzzification, defuzzification and the fuzzy inference require more time in computation. To increase the applicability of a fuzzy PID controller to digital computer, a simple form of a fuzzy PID controller is introduced by the backward difference mapping and the analysis of the fuzzy input space. To guarantee the BIBO stability of a suggested fuzzy PID controller, ‘small gain theorem’ which proves the BIBO stability of a fuzzy PI and a fuzzy PD controller is used. After a detailed stability analysis using ‘small gain theorem’, from which a simple and practical method to decide the parameters of a fuzzy PID controller is derived. Through the computer simulations for the linear and nonlinear plants, the performance of a suggested fuzzy PID controller will be assured and the variation of the gains of a fuzzy PID controller will be investigated.

Multivariate Analysis of Variance for Fuzzy Data

  • Kang, Man-Ki;Han, Sung-Il
    • International Journal of Fuzzy Logic and Intelligent Systems
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    • 제4권1호
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    • pp.97-100
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    • 2004
  • We propose some properties of fuzzy multivariate analysis of variance by fuzzy vector operation with agreement index. We deals fuzzy null hypotheses and fuzzy alternative hypothesis and define the agreement index for the grades of the judgements that the hypothesis is rejection or acceptance. Finally, we provide an example to evaluate the judgements.

Fuzzy dynamic structural analysis of two-dimensional frame

  • Stemberk, Petr;Kruis, Jaroslav
    • Structural Engineering and Mechanics
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    • 제25권2호
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    • pp.147-160
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    • 2007
  • In this paper, a dynamic analysis based on the fuzzy set theory is presented as a possible complementary tool to the classical stochastic methods for dynamic analyses. Material parameters of a structure are influenced by uncertainties and therefore they are considered to be fuzzy quantities with given distributions, that means fuzzy numbers with given membership functions. The fuzzy dynamic analysis is conducted with help of fuzzy arithmetic defined on the so-called ${\alpha}$-cuts. The results of the analysis are also obtained in the form of fuzzy numbers, which compared to the stochastic methods is less computationaly expensive while at the same time they still provide information about the distribution of a quantity. This method is demonstrated on an analysis of a two-dimensional frame subjected to possible seismic load, where the uncertain eigenmodes and eigenfrequencies are used in the modal analysis.

퍼지신뢰도(fuzzy reliability) 해석기법을 이용한 암반사면의 파괴확률 산정 (Evaluation of the Probability of Failure in Rock Slope Using Fuzzy Reliability Analysis)

  • 박혁진
    • 자원환경지질
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    • 제41권6호
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    • pp.763-771
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    • 2008
  • 불확실성은 사면의 안정성을 해석하는 과정에서 특성자료의 부족이나 지질공학적 특성의 공간적 변동성 등의 원인으로 포함되며 따라서 불확실성으로 인해 변수들의 정확한 값을 획득하기 힘들게 된다 이러한 문제점을 해결하기 위하여 확률론적 해석기법이 활용되어 왔으며 최근에는 퍼지집합이론(fuzzy set theory)을 이용한 해석기법이 활용되고 있다. 특히 확률변수들의 자료 양이 제한적인 경우 변수의 확률특성을 정확하게 파악하기 힘들어 확률론적 해석기법의 활용이 제한적일 수 있으며 이러한 경우 퍼지집합이론은 확률변수의 특성을 효과적으로 표현할 수 있다. 본 연구에서는 암반사면의 안정성 해석과정에서 포함되는 불확실성을 정량화하기 위해 퍼지신뢰도척도(fuzzy reliability measure)를 활용하여 분석을 수행하였으며 특히 암반사면의 안정성에 영향을 미치는 여러 지질공학적 특성중 불연속면의 경사와 내부마찰각을 삼각형 퍼지숫자(fuzzy number)로 해석하였다 이를 위하여 연구대상사면을 선정하여 암반사면에서 발생하는 평면파괴를 대상으로 분석을 수행하였다. 퍼지신뢰도(fuzzy reliability) 해석에서는 퍼지숫자에 대한 퍼지 연산을 통해 퍼지신뢰도 지수(fuzzy reliability index)를 획득하였으며 이러한 결과를 확률론적 해석 결과와 비교하기 위하여 몬테카를로모사기법(Monte Carlo simulation)과 점추정법(point estimate method)을 이용한 확률론적 해석을 수행하였다. 해석결과 불충분한 자료 등으로 인해 불확실성의 정량화가 어려운 경우 퍼지신뢰도 해석을 통해 적절한 퍼지신뢰도 지수와 파괴확률을 획득할 수 있을 것으로 판단된다.

Fuzzy Fault Tree Analysis with Natural Language

  • Onisawa, Takehisa
    • 한국지능시스템학회논문지
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    • 제7권1호
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    • pp.5-15
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    • 1997
  • This paper mentions a fault tree analysis using not probability but natural language and fuzzy theory, Reliability estimate of each basic event and dependence level estimate among subsystems are expressed by linguistic terms. Analysis results are also expressed by natural language. The meaning of linguistic terms is expressed by a fuzzy set. In the presented analysis approach parametrized operations of fuzzy sets are considered so that analyst's subjectivity can be introduced into the analysis. This paper gives the Chernobyl accident as an example of the fuzzy fault tree analysis using linguistic terms.

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FUZZY REGRESSION ANALYSIS WITH NON-SYMMETRIC FUZZY COEFFICIENTS BASED ON QUADRATIC PROGRAMMING APPROACH

  • Lee, Haekwan;Hideo Tanaka
    • 한국지능시스템학회:학술대회논문집
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    • 한국퍼지및지능시스템학회 1998년도 The Third Asian Fuzzy Systems Symposium
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    • pp.63-68
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    • 1998
  • This paper proposes fuzzy regression analysis with non-symmetric fuzzy coefficients. By assuming non-symmetric triangular fuzzy coefficients and applying the quadratic programming fomulation, the center of the obtained fuzzy regression model attains more central tendency compared to the one with symmetric triangular fuzzy coefficients. For a data set composed of crisp inputs-fuzzy outputs, two approximation models called an upper approximation model and a lower approximation model are considered as the regression models. Thus, we also propose an integrated quadratic programming problem by which the upper approximation model always includes the lower approximation model at any threshold level under the assumption of the same centers in the two approximation models. Sensitivities of Weight coefficients in the proposed quadratic programming approaches are investigated through real data.

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비선형 시스템의 퍼지 모델링 기법과 안정도 해석 (Fuzzy Modeling Technique of Nonlinear Dynamical System and Its Stability Analysis)

  • 소명옥;류길수;이준탁
    • Journal of Advanced Marine Engineering and Technology
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    • 제20권2호
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    • pp.101-101
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    • 1996
  • This paper presents the linearized fuzzy modeling technique of nonlinear dynamical system and the stability analysis of fuzzy control system. Firstly, the nonlinear system is partitionized by multiple linear fuzzy subcontrol systems based on fuzzy linguistic variables and fuzzy rules. Secondly, the disturbance adaptaion controllers which guarantee the global asymptotic stability of each fuzzy subsystem by an optimal feedback control law are designed and the stability analysis procedures of the total fuzzy control system using Lyapunov functions and eigenvalues are discussed in detail through a given illustrative example.

비선형 시스템의 퍼지 모델링 기법과 안정도 해석 (Fuzzy Modeling Technique of Nonlinear Dynamic System and Its Stability Analysis)

  • 소명옥;류길수;이준탁
    • Journal of Advanced Marine Engineering and Technology
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    • 제20권2호
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    • pp.33-39
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    • 1996
  • This paper presents the linearized fuzzy modeling technique of nonlinear dynamical system and the stability analysis of fuzzy control system. Firstly, the nonlinear system is partitionized by multiple linear fuzzy subcontrol systems based on fuzzy linguistic variables and fuzzy rules. Secondly, the disturbance adaptaion controllers which guarantee the global asymptotic stability of each fuzzy subsystem by an optimal feedback control law are designed and the stability analysis procedures of the total fuzzy control system using Lyapunov functions and eigenvalues are discussed in detail through a given illustrative example.

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Fuzzy similarity measure in Hypergraph

  • Lee, H.-Kwang
    • 한국지능시스템학회:학술대회논문집
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    • 한국퍼지및지능시스템학회 1998년도 The Third Asian Fuzzy Systems Symposium
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    • pp.549-551
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    • 1998
  • For a fuzzy system modeled by a fuzzy hypergraph, two fuzzy similarity measures are proposed : one for the fuzzy similarity between fuzzy sets and the other between elements in fuzzy sets. The propose measures can represent the realistic similarities which can not be given by the existing measures. With and example, it is shown that it can be used in the behavior analysis in an organization.

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