• 제목/요약/키워드: Fuzzy PID control

검색결과 432건 처리시간 0.029초

Simultaneous precision positioning and vibration suppression of reciprocating flexible manipulators

  • Ma, Kougen;Ghasemi-Nejhad, Mehrdad N.
    • Smart Structures and Systems
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    • 제1권1호
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    • pp.13-27
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    • 2005
  • Simultaneous precision positioning and vibration suppression of a reciprocating flexible manipulator is investigated in this paper. The flexible manipulator is driven by a multifunctional active strut with fuzzy logic controllers. The multifunctional active strut is a combination of a motor assembly and a piezoelectric stack actuator to simultaneously provide precision positioning and wide frequency bandwidth vibration suppression capabilities. First, the multifunctional active strut and the flexible manipulator are introduced, and their dynamic models are derived. A control strategy is then proposed, which includes a position controller and a vibration controller to achieve simultaneous precision positioning and vibration suppression of the flexible manipulator. Next, fuzzy logic control approach is presented to design a fuzzy logic position controller and a fuzzy logic vibration controller. Finally, experiments are conducted for the fuzzy logic controllers and the experimental results are compared with those from a PID control scheme consisting of a PID position controller and a PID vibration control. The comparison indicates that the fuzzy logic controller can easily handle the non-linearity in the strut and provide higher position accuracy and better vibration reduction with less control power consumption.

퍼지제어 셀을 이용한 퍼지논리제어기의 조직적인 설계방법 (Systematic Design Method of Fuzzy Logic Controllers by Using Fuzzy Control Cell)

  • 남세규;김종식;유완석
    • 대한기계학회논문집
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    • 제16권7호
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    • pp.1234-1243
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    • 1992
  • 본 연구에서는 국부적인 퍼지제어 셀(fuzzy control cell:cell)을 도입하여 계산량 감소를 달성하고, 추론과정을 선형근사화한 조직적인 설계를 통하여 선형제어 이론을 FLC의 실용적인 면에 접목하고자 한다. 이를 위하여, 확률밀도함수 형태의 멤버쉽함수(membership function)와 선형화된 제어공간이 얻어지도록 전반적인 제어방 책을 결정한 다음, 주어진 상태에 가장 지배적(dominant)인 규칙을 갖는 몇 개의 대표 점을 찾아서 그 점들로 구성된 퍼지제어 셀을 생성하고, 퍼지연산을 생성된 셀에서만 수행하여 알고리즘과 계산을 단순화시킨다. 평가기준을 공평함에 두어서 조건부연결 어 'AND'에 T-norm인 대수곱을 적용하여 적합도를 취하고, 규칙들의 작용이 병렬발화 라는 관점으로 규칙연결어 'ALSO'는 'AND'의 공액인 'OR'에 해당되는 대수합연산 대신 에 확률측도와 유사한 산술평균을 적용하여 퍼지추론을 한다. 그리고, 각각의 제어 규칙에 대하여 퍼지추론한 결과와 그것의 평균중심을 곱하여 통합한 후, 무게중심법으 로 역퍼지화하여 일반화된 제어값을 얻는다. 이 값을 PID제어기를 이용하여 구현한 디지틀 보상기를 통과시켜 시스템에 한 제어를 얻는 조직적인 방법을 제안한다.

퍼지논리 제어에 의한 CNC 서보기구의 마찰보정에 관한 연구 (A Study on the Friction Compensation in CNC Servomechanisms by Fuzzy Logic Control)

  • 지성철
    • 한국정밀공학회지
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    • 제15권9호
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    • pp.56-67
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    • 1998
  • This paper introduces a friction compensation fuzzy logic controller, which utilizes a rule-based approach. The paper explains the algorithm of the proposed controller and compares it with a conventional PID controller in simulations and experiments. For the experiments, the two control algorithms were implemented on a 3-axis milling machine in contour milling. These simulation and experimental analyses show that the proposed fuzzy logic controller has superior performance over conventional PID controllers In terms of part contour accuracy.

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Fuzzy Logic Application to a Two-wheel Mobile Robot for Balancing Control Performance

  • Kim, Hyun-Wook;Jung, Seul
    • International Journal of Fuzzy Logic and Intelligent Systems
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    • 제12권2호
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    • pp.154-161
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    • 2012
  • This article presents experimental studies of fuzzy logic application to control a two-wheel mobile robot(TWMR) system. The TWMR system is composed of two systems, an inverted pendulum system and a mobile robot system. Although linear controllers can stabilize the TWMR, fuzzy controllers are expected to have robustness to uncertainties so that the resulting performances are expected to be better. Nominal fuzzy rules are used to control balance and position of TWMR. Fuzzy logic is embedded on a DSP chip to control the TWMR. Balancing performances of the PID controller and the fuzzy controller under disturbances are compared through extensive experimental studies.

칼라 맞춤 및 분배 기능을 가진 컴퓨터 자동화 시스템의 퍼지 제어 (Fuzzy Control of Computer Automatic System with Color Matching and Dispensing Functions)

  • 한일석;류상문;임태우;안태천
    • 한국지능시스템학회:학술대회논문집
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    • 한국퍼지및지능시스템학회 2000년도 춘계학술대회 학술발표 논문집
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    • pp.146-149
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    • 2000
  • In this paper, Computer Colour Matching and Kitchen System (CCMKS) is developed on the basis of delphi package and one-chip processor with fuzzy-PID control. CCMKS will be widely used in the colour dyeing industry as an integrated colour matching and dispensing system which have more advantages than the conventional matching or dispensing system, when controlling the real dyeing processes. Delphi is utilized in making database and search/matching routes. The developed matching function reduces the search and matching time to about one third. One-chip processor is designed and manufactured for the distributed control of three-phase induction motors. Fuzzy-PID control is applied to the speed control of three-phase induction motors for a very precise weight of colour at CCMKS. The developed kitchen function decreases the dispensing time to about one twentieth. The experimental results show CCMKS has more excellent search time, more precise weight and much high fidelity than conventional colour matching or dispensing system, in the performance.

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서보 시스템의 강인제어를 위한 퍼지 레귤레이터 (A Fuzzy Regulator for Robust Control of Servo System)

  • 박왈서;오훈;이주장
    • 한국조명전기설비학회지:조명전기설비
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    • 제8권1호
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    • pp.53-56
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    • 1994
  • PID 제어기는 많은 서보 제어 시스템에 사용되고 있다. 하지만 제어 시스템이 외란이나 시변특성을 가졌을 때 시스템의 강인제어가 어렵게 된다. 이에 대한 보완적인 한 방법으로 본 논문에서는 PID 제어기가 퍼지 레귤레이터를 갖는 제어기법을 제시하였다. 퍼지 레귤레이터는 에러와 에러 변화분에 의해서 설계되며, k번째 제어 입력은 k번째와(k-1)번째 비퍼지화 값의 덧셈에 의해 결정된다. 제어입력은 입력측에 전달된다. 퍼지 레귤레이터에 의한 강인한 제어기능은 시뮬레이션에 의해 확인하였다.

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선박자동조타를 위한 RCGA기반 T-S 퍼지 PID 제어 (T-S fuzzy PID control based on RCGAs for the automatic steering system of a ship)

  • 이유수;황순규;안종갑
    • 수산해양기술연구
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    • 제59권1호
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    • pp.44-54
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    • 2023
  • In this study, the second-order Nomoto's nonlinear expansion model was implemented as a Tagaki-Sugeno fuzzy model based on the heading angular velocity to design the automatic steering system of a ship considering nonlinear elements. A Tagaki-Sugeno fuzzy PID controller was designed using the applied fuzzy membership functions from the Tagaki-Sugeno fuzzy model. The linear models and fuzzy membership functions of each operating point of a given nonlinear expansion model were simultaneously tuned using a genetic algorithm. It was confirmed that the implemented Tagaki-Sugeno fuzzy model could accurately describe the given nonlinear expansion model through the Zig-Zag experiment. The optimal parameters of the sub-PID controller for each operating point of the Tagaki-Sugeno fuzzy model were searched using a genetic algorithm. The evaluation function for searching the optimal parameters considered the route extension due to course deviation and the resistance component of the ship by steering. By adding a penalty function to the evaluation function, the performance of the automatic steering system of the ship could be evaluated to track the set course without overshooting when changing the course. It was confirmed that the sub-PID controller for each operating point followed the set course to minimize the evaluation function without overshoot when changing the course. The outputs of the tuned sub-PID controllers were combined in a weighted average method using the membership functions of the Tagaki-Sugeno fuzzy model. The proposed Tagaki-Sugeno fuzzy PID controller was applied to the second-order Nomoto's nonlinear expansion model. As a result of examining the transient response characteristics for the set course change, it was confirmed that the set course tracking was satisfactorily performed.

전자부품용 저항용접기의 퍼지-PID 이득조정 알고리즘 (Fuzzy-PID Gain Scheduling Algorithm of Resistive Welder for Electronic Parts)

  • Park, Myung-Kwan;Lee, Jong-Woon
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2004년도 학술대회 논문집 정보 및 제어부문
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    • pp.114-116
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    • 2004
  • The temperature profile control issue in the resistive welder for the electronic parts is discussed. The average current of the welder tip depends on the phase(on-time) of the AC power and the tip temperature maintains or increases/decreases depending on the integral of the current square and heat loss, The basic PID control algorithm with thermo-couple feedback is difficult to track the temperature profile for various parts and optimal gain changes much. So constant gain PID algorithm is not enough to cover various electronic parts welding and a Fuzzy-PID automatic gain tuning algorithm is devised and added to conventional PID algorithm and this hybrid control architecture is implemented and the experimental results are shown.

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모델링오차와 불확실성을 지배적으로 받는 시스템의 강인한 제어에 관한 연구 (A Study on the Robust Control of Systems Dominantly Subkected to Modeling Errors and Uncertainties)

  • 김종화
    • Journal of Advanced Marine Engineering and Technology
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    • 제19권2호
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    • pp.67-80
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    • 1995
  • In order to control systems which are dominantly subjected to modeling errors and uncertainties, control strategies must deal with the effect of modeling errors and uncertainties. Since most of control methods based on system mathematical model, such as LQG/LTR method, have been developed mainly focused on stability robustness, they can not smartly improve the transient response disturbed by modeling errors and/or uncertainties. In this research, a fuzzy PID control method is suggested, which can stably improve the transient responses of systems disturbed by modeling errors as well as systems not entirely using mathematical models. So as to assure the effectiveness of suggested control method, computer simulations are accomplished for some example systems, through the comparison of transient responses.

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온라인 자기동조 퍼지 PID 제어기 개발 (The development of an on-line self-tuning fuzzy PID controller)

  • 임형순;한진욱;김성중
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 1997년도 한국자동제어학술회의논문집; 한국전력공사 서울연수원; 17-18 Oct. 1997
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    • pp.704-707
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    • 1997
  • In this paper, we present a fuzzy logic based tuner for continuous on-line tuning of PID controllers. The essential idea of the scheme is to parameterize a Ziegler-Nichols-like tuning formula by a singler parameter .alpha., then to use an on line fuzzy logic to self-tune the parameter. The adaptive scaling makes the controller robust against large variations in parametric and dynamics uncertainties in the plant model. New self-tuning controller has the ability to decide when to use PI or PID control by extracting process dynamics from relay experiments. These scheme lead to improved performance of the transient and steady state behavior of the closed loop system, including processes with nonminimum phase processes.

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