• 제목/요약/키워드: Optimal tuning

검색결과 426건 처리시간 0.024초

The Design of Fuzzy Controller Based on Genetic Optimization and Neurofuzzy Networks

  • Oh, Sung-Kwun;Roh, Seok-Beom
    • Journal of Electrical Engineering and Technology
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    • 제5권4호
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    • pp.653-665
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    • 2010
  • In this study, we introduce a neurofuzzy approach to the design of fuzzy controllers. The development process exploits key technologies of Computational Intelligence (CI), namely, genetic algorithms (GA) and neurofuzzy networks. The crux of the design methodology deals with the selection and determination of optimal values of the scaling factors of fuzzy controllers, which are essential to the entire optimization process. First, the tuning of the scaling factors of the fuzzy controller is carried out. Next, we form a nonlinear mapping for the scaling factors, which are realized by GA-based neurofuzzy networks by using a fuzzy set or fuzzy relation. The proposed approach is applied to control nonlinear systems like the inverted pendulum. Results of comprehensive numerical studies are presented through a detailed comparative analysis.

교류-직류 시스템의 동특성 개선을 위한 SVC RVEGA-Fuzzy 제어기 설계 (A Design of SVC RVEGA-Fuzzy Controller to Improve Dynamic Response of AC-DC System)

  • 정형환;허동렬;왕용필;정문규;고희석
    • 대한전기학회논문지:전력기술부문A
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    • 제51권10호
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    • pp.483-494
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    • 2002
  • In this thesis an optimal design technique of fuzzy logic controller using the real variable elitist genetic algorithm(RVEGA) as a supplementary control to Static Var Compensator(SVC) in order to damp oscillation in an AC-DC Dower system was proposed. Fuzzy logic controller is designed self-tuning shape of fuzzy rule and fuzzy variable using genetic algorithm based on natural selection and natural genetics. To verify the robustness of the proposed method, considered dynamic response of system by applying a load fluctuation.

적응진화알고리즘을 이용한 HVDC 계통의 퍼지제어기 설계 (A Design of Fuzzy Controllers of HVDC System Using Adaptive Evolutionary Algorithm)

  • 최재곤;황기현;박재영;박준호
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 1999년도 추계학술대회 논문집 학회본부 A
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    • pp.160-162
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    • 1999
  • This paper presents an optimal design method for fuzzy controllers of HVDC system using adaptive evolutionary algorithm(AEA). We have proposed an adaptive evolutionary algorithm which uses a genetic algorithm and an evolution strategy in an adaptive manner in order to take merits of two different evolutionary computations. AEA is used for tuning fuzzy membership functions, scaling constants and PD gains. The simulation results show that the disturbances are well damped by both controllers and the dynamic performances of fuzzy controllers have better responses than those of PD controllers when mechanical torque changes suddenly.

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SMD VR 형상특징을 적극적으로 이용한 VR의 위치 및 홈각도 계측 (The Accurate Measurement of Center Position and Orientation of SMD Mounted VR on PCB used geometric characteristics by Computer Vision in Real Time)

  • 김병엽;송재용;장경영;한창수;박종현;감도영
    • 한국정밀공학회:학술대회논문집
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    • 한국정밀공학회 1994년도 추계학술대회 논문집
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    • pp.504-509
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    • 1994
  • Recently SMT is used widely to place the SMD on bare board which is very small and highly integrated. And that is one of the issue directly in the electric products assembly process and especiallly in the field of optimizing electric product's performance, automatically tuning method which is highly demanded in the electronics industry. To tune product's performance, variable resistances's resistivity should be changed until it has good performance characteristics. In this paper to automatically regulate the 8mm camcoder's performance, it is proposed variable resistence's center position and orientation detection algorithm by image processing, which has very precise and accurate result. And we found optimal conditions which can have effects on image acquisition process. And real time processing is done by DSP to detect vr's center and orientation. This results make it possible to utilize proposed image processing algorithm and system directly in electronics industry.

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공기스프링을 이용한 방진 테이블의 능동 제어 (Active Control of Vibration Isolation Table Using Air-spring)

  • 안채헌;임광혁;권혁진;정진훈;배윤화;진경복;임경화
    • 한국소음진동공학회:학술대회논문집
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    • 한국소음진동공학회 2006년도 춘계학술대회논문집
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    • pp.831-836
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    • 2006
  • In the process of accurate manufacture and measurement, it is necessarily required to isolate external or internal vibration due to external disturbance and internal actuators. The higher vibration isolation system gets damping around resonance, the better it is generally. This paper analyzes the performance of an existing passive air-spring for vibration isolation table by using experiment and simulation. Optimal design for a passive air spring can be obtained by tuning the size of the orifice. Also design for an active isolation system is carried out by applying PID controller and considering non-linearity of pneumatic characteristics with help of look-up table. We have developed the active vibration isolation table with the better isolation performance.

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면역 피드백 메카니즘에 기초한 비선형 PID 제어기 설계 (Design of Nonlinear PID Controller Based on Immune Feedback Mechanism)

  • 박진현;최영규
    • 대한전기학회논문지:시스템및제어부문D
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    • 제52권3호
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    • pp.134-141
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    • 2003
  • PID controllers with constant gains have been widely used in various control systems due to its powerful performance and easy implementation. But it is difficult to have uniformly good control performance in all operating conditions. In this paper, we propose a nonlinear variable PR controller with immune feedback mechanism. An immune feedback mechanism is based on the functioning of biological T-cells, they include both an active term, which controls response speed. and an inhibitive term, which controls stabilization effect. Therefore, the proposed nonlinear PID controller is based on immune responses of biological. immune feedback mechanism which is the cell mediated immunity and In order to choose the optimal nonlinear PID controller games, we also propose the tuning algorithm of nonlinear function parameter in immune feedback mechanism. To verify performance of the proposed algorithm, the speed control of nonlinear DC motor are performed. Front the simulation results, we have found that the proposed algorithm is more superior to the conventional constant fain PID controller.

하이브리드 퍼지 PID 제어기의 최적 자동동조 알고리즘 (Optimal Auto-tuning Algorithm for Hybrid Fuzzy PID Controller)

  • 정병조;오성권;장성환
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2002년도 하계학술대회 논문집 D
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    • pp.2114-2116
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    • 2002
  • 본 논문은 개선된 Complex 방법을 이용한 하이브리드 퍼지 PID 제어기의 최적 자동동조 알고리즘을 제안한다. 제어응답은 퍼지제어기의 환산계수 값에 의해 여러 종류, 여러 형태로 변화하기 때문에 해당하는 제어계의 평가 기준을 만족하도록 제어 파라미터 값을 정하는 것이 중요하다. PID 파라미터 조정법에는 많은 방법이 제안되어 왔었다. 대표적인 예로서 Ziegler-Nichols, Cohen-Coon, Chien-Hrones-Reswick(CHR) 등에 의해 제안된 방법들이 있다. 본 논문에서는 개선된 Complex 방법을 이용한 강력한 자동동조 알고리즘이 하이브리드 퍼지 PID 제어기의 성능을 자동적으로 개선하기 위해 사용된다. 이 알고리즘은 하이브리드 퍼지 PID 파라미터와 환산계수를 제어출력 변화율과 제한조건에 따라 자동으로 추정한다. 지연시간을 갖는 1계, 2계 공정에 적용하고. 공정출력 기준치는 단위 입력으로 한다. 제어 결과의 성능평가를 위해 ITAE(Integral of Time multiplied by the Absolute value of Error)가 사용되며, 또한 제어기의 오버슈트도 토의된다.

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퍼지형 전력계통안정화제어기의 실계통 적용 및 안정도 향상 (Application of Fuzzy-PSS to KEPCO power system and stability enhancement)

  • 최경선;이동인;이광식
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 1997년도 하계학술대회 논문집 D
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    • pp.1052-1055
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    • 1997
  • The importance of dynamic stability of power system is increasing as the excitation system using static type are greatly enlarged. There are several types of PSS at Present, Elements of PSS consist of Notch filter, lead-lag filter, washout limiter which are variable. The existing power system has a difficulty in determining the optimal PSS parameters whenever PSS is installed. And it is recommended to retune PSS parameters periodically because system characteristics change due to aging. In this paper, intelligent PSS using fuzzy concept is introduced to get over difficulties mentioned above. The usefulness of fuzzy-type PSS was verified by applying FPSS to KEPCO power system. Generally, the voltage regulation deteriorates if conventional PSS is applied because supplementary signal is added into AVR summing point to damp Power oscillation. In this paper this problem is solved by AVR limiter and fuzzy members tuning.

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PID제어기루프의 외란제거 및 최적화 튜닝을 위한 면역 알고리즘 적용 (Disturbance Rejection and Optimal Tuning of PID Controller Using $H_\infty$ and Immune Algorithms)

  • 김동화;조재훈;이환
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2003년도 학술회의 논문집 정보 및 제어부문 A
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    • pp.319-322
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    • 2003
  • 본 논문에서는 PID제어기를 이용해 외란이 존재하는 이차 시스템을 제어하는 경우 외란 제거와 최적제어가 동시에 될 수 있는 PID 파라메터를 면역 알고리즘을 통해 구하였다. 지금까지 면역알고리즘을 적용한 최적화 문제에서는 외란이 존재하는 시스템에 대한 적용 사례가 매우 적었다. 그러므로 본 논문에서는 면역알고리즘이 외란이 존재하는 시스템에서 어떠한 성능을 가지는 알아보기 위하여 외란이 존재하는 이차 시스템에 적용하여 그 성능을 알아보았다. 외란제거를 위해 $H_\infty$-norm을 응용하여 제어시스템의 외란제거 조건들을 제시하고 이 조건들을 만족하는 PID 제어기를 설계하였다. 설계된 PID제어기의 최적 파라메터를 구하기 위해 면역 알고리즘을 적용하였고 최적 파라메터를 평가하기 위하여 ISE(integral of squared error)성능지수를 이용하여 만족할 만한 결과를 얻었다.

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$H_\infty$ 와 유전자 알고리즘을 이용한 PID 제어기루프의 외란제거 및 최적화 튜닝 (Disturbance Rejection and Optimal Tuning of PID Controller Using $H_\infty$ and Genetic Algorithms)

  • 김동화;조재훈
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2003년도 학술회의 논문집 정보 및 제어부문 A
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    • pp.323-326
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    • 2003
  • 본 논문에서는 PID 제어기를 이용해 외란제거를 함은 물론 최적 제어가 될 수 있는 파라메터를 유전자 알고리즘을 통해 구하는 방법을 제안하였다. 외란제거를 위해 $H_\infty$-norm을 응용하여 제어시스템의 외란 제거 조건들을 제시하고 이 조건들을 만족하는 PID 제어기를 설계하였다. 설계된 PID제어기의 최적 파라메터를 구하기 위해 유전자 알고리즘을 이용하였고 최적 파라메터를 평가하기 위하여 ITSE(Integral of time weighted squared error)성능지수를 이용하였다. 위의 설계 기법들을 서보모터의 제어에 적용하여 만족할 만한 결과를 얻었다.

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