• 제목/요약/키워드: Fuzzy Logic System

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유전알고리즘을 이용한 규칙 기반 (Optimal Design for Rule-Based Fuzzy Logic Controller Using GA)

  • 노기갑;주영훈;박진배
    • 대한전기학회논문지:전력기술부문A
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    • 제48권2호
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    • pp.145-152
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    • 1999
  • This paper presents an optimal design method for fuzzy logic controllers using genetic algorithms. In general, the design of fuzzy logic controllers has difficulties in the acquisition of exper's knowledge and relies to a great extent on empirical and heuristic knowledge which, in many cases, cannot be objectively justified. So, the performance of the controller can be degraded in the case of plant parameter variations or unpredictable incident which the designer may have ignored, and parameters of the fuzzy logic controller obtained by expert's control action may not be global. To solve these problems, the proposed method using genetic algorithms in this paper, can tune the parameters of fuzzy logic controller including scaling factors and determine the appropriate number of fuzzy reles systematically and automatically. We provide the second drder dead time plant and inverted pendulum system to evaluate the feasibility and generality of our proposed method. Comparison shows that the proposed controller can producd higher accuracy and a smaller number of fuzzy rules than manually tuned fuzzy logic controller.

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Comparison of MPPT Based on Fuzzy Logic Controls for PMSG

  • Putri, Adinda Ihsani;Choi, Jaeho
    • 전력전자학회:학술대회논문집
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    • 전력전자학회 2011년도 추계학술대회
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    • pp.285-286
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    • 2011
  • Maximum Power Point Tracker (MPPT) is the big issue in generating power based on Wind Energy Conversion System. In case of unknown turbine characteristic, it is useful to implement MPPT based on fuzzy logic control. This kind of control is able to find the value of duty cycle to meet maximum power point at particular wind speed. There are many methods to develop MPPT based fuzzy logic controls. In this paper, two of the methods are compared both at low and high fluctuating wind speed.

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Vibration Control of Flexible Nonlinear System using GA based Fuzzy Logic Controller

  • Heo, Hoon;Han, Jungyoup
    • 한국소음진동공학회:학술대회논문집
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    • 한국소음진동공학회 1995년도 춘계학술대회논문집; 전남대학교, 19 May 1995
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    • pp.142-146
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    • 1995
  • In the paper, Fuzzy Logic Controller(FLC) that determines its optimal coefficients using Genetic Algorithms is considered. It is also applied to the inverted pendulum problem known popularly as a standard plant. Flexibility of the inverted pendulum has been taken into account. In the results, Fuzzy Logic Controller under consideration successfully controls both rigid mode and flexible mode. The rule base of Fuzzy Logic Controller is automatically tuned using not only trial-error method but also Genetic Algorithms.

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연료전지 하이브리드 자동차에 대한 퍼지논리 기반 에너지 운용전략 (Fuzzy Logic-Based Energy Management Strategy for FCHEVs)

  • 안현식;이남수
    • 대한전기학회논문지:시스템및제어부문D
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    • 제54권12호
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    • pp.713-715
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    • 2005
  • The work in this paper presents development of fuzzy logic-based energy management strategy for a fuel cell hybrid electric vehicle. In order for the fuel cell system to overcome the inherent limitation such as slow response time and low fuel economy especially at the low power region, the battery system has come to compensate for the fuel cell system. This type of hybrid configuration has many advantages, however, the energy management strategy between power sources is essentially required. For the optimal power distribution between the fuel cell system and the battery system, a fuzzy logic-based energy management strategy is proposed. In order to show the validity and the robustness of suggested strategy, some simulations are performed for the standard drive cycles.

Modified Ziegler-Nichols PID Controller Design using the Fuzzy Logic System

  • Jung, Kyung-kwon;Eom, Ki-hwan;Chung, Sung-boo;Lee, Hyun-kwan;Son, Dong-seol
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 2001년도 ICCAS
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    • pp.85.2-85
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    • 2001
  • In this paper, we propose a modified Ziegler-Nichols PID controller using the fuzzy logic system. The proposed method is to parameterize a Ziegler-Nichols formula with a single parameter, and use the fuzzy logic system for automatic tuning of a single parameter of the modified Ziegler-Nichols formula. The fuzzy logic system has simple nine control rules. In order to verify the effectiveness of the proposed method, we simulated with the servo system. Simulation results demonstrate that better control performance can be achieved when compared with that of the Ziegler-Nichols PID controller.

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Fuzzy Logic Controller에 의한 선박의 제어 (Application of Fuzzy Logic Control to Ship's Steering System)

  • 김환수;이철영
    • 한국항해학회지
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    • 제5권2호
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    • pp.59-88
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    • 1981
  • Many studies have been done in the field of fuzzy logic theory, but it's application is not so much, and particularly, there isn't any application to the ship's steering system, until now. This paper is to survey the effect of application of fuzzy logic control to the ship's steering system. The controller is made up of a set of Linguistic Control Rules which are conditional linguistic statements connecting the inputs and the output, and take the inputs derived from the errors, that is, deviation angle and it's angular velocity. These two variables together give information about the state of the steering system, and the Linguistic Control Rules are implemented on the digital computer. The characteristics of this system were investigated through the computer simulation and satisfactory results compared with that of the conventional PD controller were obtained.

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PMSM 드라이브의 고성능 제어를 위한 적응 퍼지제어기의 설계 (Design of Adaptive Fuzzy Control for High Performance of PMSM Drive)

  • 정동화;이홍균;이정철
    • 대한전기학회논문지:전기기기및에너지변환시스템부문B
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    • 제53권2호
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    • pp.107-113
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    • 2004
  • This paper develops a adaptive fuzzy controller based fuzzy logic control for high performance of permanent magnet synchronous motor(PMSM) drives. In the proposed system, fuzzy control is used to implement the direct controller as well as the adaptation mechanism. The operation of the direct fuzzy controller and the fuzzy logic based adaptation mechanism is studied. A model reference adaptive scheme is proposed in which the adaptation mechanism is executed by fuzzy logic based on the error and change of error measured between the motor speed and output of a reference model. The control performance of the adaptive fuzzy controller is evaluated by simulation for various operating conditions. The validity of the proposed adaptive fuzzy controller is confirmed by performance results for PMSM drive system.

냉동사이클의 고성능 퍼지제어를 위한 설계 인자들의 영향 분석 (Analysis of Design Factors for High Performance Fuzzy Logic Control of Refrigeration Cycle)

  • 최성운;정석권;양주호
    • 동력기계공학회지
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    • 제20권6호
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    • pp.11-19
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    • 2016
  • A variable speed refrigeration system(VSRS) has been received high attention for energy saving ability. This paper investigates effects of design factors such as membership function range and sampling time to control performances for systematical designing fuzzy logic controller of the VSRS. Some comparisons of control performance between the fuzzy and PI are conducted including comparative evaluation of robustness against noise by using computer simulations. The simulation results showed that the fuzzy is very useful design method for engineers in the industrial fields which have big noises system and deal with inherent nonlinear system like the VSRS.

Optimal Efficiency Control of Wind Generation System Using Fuzzy Logic Control

  • Abo-Khalil, Ahmed G.;Lee, Dong-Choon
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2005년도 제36회 하계학술대회 논문집 B
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    • pp.1750-1752
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    • 2005
  • This paper presents a variable speed wind generation system where fuzzy logic controllers is used as efficiency optimizer. The fuzzy logic controller increments the machine flux by on-line search to improve the generator efficiency in case of light load. The speed of the induction generator is controlled according to the variation of the wind speed in order to produce the maximum output power The generator reference speed is adjusted according to the optimum tip-speed ratio. The complete control system has been developed by simulation study.

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