• 제목/요약/키워드: Fuzzifier

검색결과 17건 처리시간 0.023초

Interval Type-2 Possibilistic Fuzzy C-means 클러스터링을 위한 퍼지화 상수 결정 방법 (Determining the Fuzzifier Values for Interval Type-2 Possibilistic Fuzzy C-means Clustering)

  • 주원희;이정훈
    • 한국지능시스템학회논문지
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    • 제27권2호
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    • pp.99-105
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    • 2017
  • 일반적으로 type-1 fuzzy set 에 존재하는 불확실성을 보다 효율적으로 다루고 제어하기 위하여 Type-2 fuzzy set (T2 FS)이 널리 사용되고 있다. T2 FS에서 퍼지화 상수 (fuzzifier value) m은 이러한 불확실성을 처리하기 위한 가장 중요한 요소이다. 따라서 적절한 퍼지화 상수 값을 결정하는 연구는 여전히 지속되고 있고, 많은 방법들이 연구 되어 왔다. 본 논문에서는 주어진 패턴을 분류하기 위하여 Interval type-2 possibilistic fuzzy C-means (IT2PFCM) 클러스터링 방법을 사용한다. 클러스터링을 위해 사용된 IT2 PFCM 방법에서 각 데이터에 대하여 적응적으로 적절한 퍼지화 상수의 값을 계산하는 방법을 제안한다. 히스토그램 접근법을 통하여 각각의 데이터 포인트로부터 정보를 추출해 내고 추출된 정보를 이용하여 두 개의 퍼지화 상수인 $m_1$, $m_2$. 값을 결정한다. 이렇게 얻어진 값은 interval type-2 fuzzy의 최저 및 최고 멤버쉽 값을 결정하게 된다.

퍼지를 이용한 해태건조기용 자동 온도${\cdot}$습도 제어시스템 (The Automatic Temperature and Humidity Control System for Laver Drying Machine Using Fuzzy)

  • 김은석;주기세
    • 한국정밀공학회지
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    • 제19권11호
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    • pp.167-173
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    • 2002
  • The look up table method conventionally applied to control the inner temperature and humidity of a laver drying machine has repeatedly occurred not only laver's damage but also inferior goods since the reaching time at the optimum state takes a long time. In this paper, a fuzzy control theory instead of the look up table was proposed to reduce the reaching time at the optimum state. The proposed method used six input variables and four output variables for the fuzzy control, and a triangle rule for a fuzzifier, The Mandani's min-max method was applied to a fuzzy inference. Also, the mean method of maximum was applied to a defuzzifier. The method applied to the fuzzy controller contributed to reduce the reaching time at the optimum state, and to minimize not only laver's damage but also inferior goods.

고급공정제어 알고리즘을 이용한 1000MW급 차세대화력발전소 시뮬레이터 개발 (Simulator Development of 1000MW Class Ultra Super Critical Coal-Fired Power Plant with Advanced Process Control Algorithm)

  • 오기용;임건표;김호열
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2008년도 제39회 하계학술대회
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    • pp.1817-1818
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    • 2008
  • Even though efficiency of coal-fired power plant is proportional to operating temperature, increasement of operating temperature is limited by a technological level of each power plant components. It is an alternative plan to increase operating pressure up to ultra super critical point for efficiency enhancement. It is difficult to control in that pressure within safety guideline that many unexpected phenomena are happen because that region is highly nonlinear region. In this paper, Advanced process control algorithm, ARX and Fuzzifier, is introduced. Then power plant control logics applied Unit Step Optimizer, which is combination of ARX and Fuzzifier are proposed. Its performance is tested and analyzed with design guide line.

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A Fuzzy Microprocessor for Real-time Control Applications

  • Katashiro, Takeshi
    • 한국지능시스템학회:학술대회논문집
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    • 한국퍼지및지능시스템학회 1993년도 Fifth International Fuzzy Systems Association World Congress 93
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    • pp.1394-1397
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    • 1993
  • A Fuzzy Microprocessor(FMP) is presented, which is suitable for real-time control applications. The features include high speed inference of maximum 114K FLIPS at 20MHz system clocks, capability of up to 128-rule construction, and handing of 8 input variables with 8-bit resolution. In order to realize these features, the fuzzifier circuit and the processing element(PE) are well optimized for LSI implementation. The chip fabricated in 1.2$\mu\textrm{m}$ CMOS technology contains 71K transistors in 82.8 $\textrm{mm}^2$ die size and is packaged in 100-pin plastic QFP.

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전기 유압 서어보 시스템의 퍼지제어 (Fuzzy Control for An Electro-hydraulic Servo System)

  • 주해호;이재원;장우석
    • 한국정밀공학회지
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    • 제12권12호
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    • pp.139-148
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    • 1995
  • In this paper an electro-hydraulic servo system is designed by using a fuzzy control algorithm. In order to drive an optimal fuzzy control system, a simulation program for the control system has been developed. By this program the fuzzifier and defuzzifier, a fuzzy inference method, a fuzzy relational matrix, and a fuzzy inference method are investigated. As a result, Larsen inference method, 9*9 fuzzy relational matrix, and center of area defuzzifier are turned out the best as parameters. Finally this method is compared with the conventional PID algotithm, and showed that the fuzzy control performs better than PID algorithm. The fuzzy control performs very well adap- tation against uncertain disturbances.

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Product-sum 추론방식을 이용한 퍼지제어기의 FPGA 구현 (FPGA implementation of fuzzy controller using product-sum inference method)

  • 김재희;박준열
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 1997년도 한국자동제어학술회의논문집; 한국전력공사 서울연수원; 17-18 Oct. 1997
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    • pp.520-523
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    • 1997
  • This paper presents FPGA implementation of fuzzy controller using Product-Sum inference method. Product-Sum inference method has much better performance than other inference methods. This fuzzy controller is composed of several digital modules, e.g. fuzzifier, rule base, adder, multiplier, select center and divider, and is operated by error and error variation. We synthesized the fuzzy controller and performed wave simulation using Xilinx VHDL tool(ViewLogic, ViewSim).

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A VLSI-CMOS Programmable Membership Function Circuit: The Basic Block of Fuzzy Processing

  • Ruiz, Antonio;Gutierrez, Julio
    • 한국지능시스템학회:학술대회논문집
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    • 한국퍼지및지능시스템학회 1993년도 Fifth International Fuzzy Systems Association World Congress 93
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    • pp.977.2-980
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    • 1993
  • The fuzzifier circuit DPFC 7 is presented. Its features are: programmable membership function, CMOS digital interface, analog and current mode internal processing and integrability without external components. It has been designed to obtain a basic efficient block for fuzzy processing, to be included in a future architecture.

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조건부에 시스템 입력만을 사용하는 계층 퍼지 시스템 (Hierarchical Fuzzy System with only system variables for IF-part)

  • 주문갑
    • 한국지능시스템학회논문지
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    • 제14권2호
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    • pp.178-183
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    • 2004
  • 본 논문에서는 기존의 계층 퍼지 시스템에서 입력 변수로 사용되던 이전 계층의 출력값을 퍼지 규칙의 전건부에서는 사용하지 않고 후건부에서만 사용하는 계층 퍼지 시스템을 제안하였다. 또한 제안된 계층 퍼지 시스템을 구성할 때에 싱글톤 퍼지화기와 평균 중심법 비퍼지화기를 사용하는 경우에는 시스템 입력 변수의 멤버쉽 함수가 주어진 컴팩트 도메인 내에서 완전하기만 하다면, 임의의 연속 함수에 대하여 그에 해당하는 제안된 형태의 계층 퍼지 시스템이 존재한다는 것을 수학적으로 증명하였다.

Two-Link Manipulator Control Using Indirect Adaptive Fuzzy Controller

  • N., Waurajitti;J., Ngamwiwit;T., Benjanarasuth;H., Hirata;N., Komine
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 2000년도 제15차 학술회의논문집
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    • pp.445-445
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    • 2000
  • This paper proposes the MIMO indirect adaptive fuzzy controller to control the two-link manipulators. The input-output linearization technique, equivalent control input plus integral term, augmented error model and recursive least square adaptive law are used fer the controller. The linear type of fuzzifier-defuzzifier fuzzy logic system used for nonlinear function makes easy to farm the error model and able to follow the adaptive system approach. Such that control approach, the control system is not required joint speed and accerelation measurement and easy to implement and tune. The simulation results showed that the proposed controller has good control performance, stability, very small tracking error, decoupling, fast convergence, robust to parameter variation and load.

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Hybrid F-NFC에 의한 저속 디젤 기관의 속도 제어 (Speed Control for Low Speed Diesel Engine by Hybrid F-NFC)

  • 최교호;양주호
    • 동력기계공학회지
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    • 제10권4호
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    • pp.159-164
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    • 2006
  • In recent, the marine engine of a large size is being realized a lower speed, longer stroke and a small number of cylinders for the energy saving. Consequently the variation of rotational torque became larger than former days because of the longer delay-time in fuel oil injection process and an increased output per cylinder. It was necessary that algorithms have enough robustness to suppress the variation of the delay-time and the parameter perturbation. This paper shows the structure of hybrid F-NFC against the delay-time and the perturbation of engine parameter as modeling uncertainties, and the design of the robust speed controller by hybrid F-NFC for the engine. And, The Parameter values of linear equation are determined by RC-GA for F-NFS. The hybrid F-NFC is combined the F-NFC and PID controller for filling up each.

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