• 제목/요약/키워드: Auto Tuning

검색결과 247건 처리시간 0.026초

FUZZY IDENTIFICATION BY MEANS OF AUTO-TUNING ALGORITHM AND WEIGHTING FACTOR

  • Park, Chun-Seong;Oh, Sung-Kwun;Ahn, Tae-Chon;Pedrycz, Witold
    • 한국지능시스템학회:학술대회논문집
    • /
    • 한국퍼지및지능시스템학회 1998년도 The Third Asian Fuzzy Systems Symposium
    • /
    • pp.701-706
    • /
    • 1998
  • A design method of rule -based fuzzy modeling is presented for the model identification of complex and nonlinear systems. The proposed rule-based fuzzy modeling implements system structure and parameter identification in the efficient form of " IF..., THEN,," statements. using the theories of optimization and linguistic fuzzy implication rules. The improved complex method, which is a powerful auto-tuning algorithm, is used for tuning of parameters of the premise membership functions in consideration of the overall structure of fuzzy rules. The optimized objective function, including the weighting factors, is auto-tuned for better performance of fuzzy model using training data and testing data. According to the adjustment of each weighting factor of training and testing data, we can construct the optimal fuzzy model from the objective function. The least square method is utilized for the identification of optimum consequence parameters. Gas furance and a sewage treatment proce s are used to evaluate the performance of the proposed rule-based fuzzy modeling.

  • PDF

자동동조(自動同調) 퍼지 앨고리즘을 사용한 유도전동기(誘導電動機) 구동(驅動)에 관한 연구(硏究) (The Study on IM Drive using a Auto-Tuning Fuzzy PID Control Algorithm)

  • 윤병도;김윤호;정재륜;김춘삼;채수형
    • 대한전기학회:학술대회논문집
    • /
    • 대한전기학회 1992년도 하계학술대회 논문집 B
    • /
    • pp.1242-1244
    • /
    • 1992
  • This Paper deals with a Auto-Tuning Fuzzy PID Controller used in real time and its application for induction motor. The control strategy of the controller is able to develop and improve automatically. The new Auto-Tuning Fuzzy PID Control algorithm which modifies the fuzzy control decision table is presented in this paper. It can automatically refine an initial approximate set of fuzzy rules. The possibility of applying fuzzy algorithms in faster response, and more accurate was compared with other industrial processes, such as AC Motor driver. The performance of Proportional_Integral Derivative(PID) control and this fuzzy controllers is compared in terms of steady_state error, settling time, and response time. And then, Limitations of fuzzy control algorithms are also described.

  • PDF

uDEAS를 이용한 히터 시스템의 IMC-PID 자동 동조 제어기 설계 (Design of an Auto-Tuning IMC-PID Controller for a Heater System Using uDEAS)

  • 김만석;김조환;최민구;박종오;김종욱
    • 한국지능시스템학회논문지
    • /
    • 제21권4호
    • /
    • pp.530-535
    • /
    • 2011
  • 본 논문에서는 방사 및 연신 공정에 쓰이는 히터 시스템의 정밀온도 제어를 다룬다. 히터 시스템의 정밀온도 제어를 위해 자동동조(auto-tuning) IMC-PID 제어기를 최적화 기법인 uDEAS를 이용해서 설계하는 방법을 제안한다. 이를 위해 롤 히터의 측정 데이터로부터 히터를 근사 모델링하고, 이 모델로부터 안정성과 제어성능을 널리 만족시키는 최적의 IMC-PID 제어기 저역필터 값을 uDEAS로 동조한다. 마지막으로, 설계된 제어기를 DSP 키트를 사용하여 실험하였다.

PID제어기 자동동조에 관한 연구 (A Study on the PID controller auto-tuning)

  • 조현섭
    • 한국산학기술학회:학술대회논문집
    • /
    • 한국산학기술학회 2009년도 추계학술발표논문집
    • /
    • pp.630-632
    • /
    • 2009
  • The parameters of PID controller should be readjusted whenever system character change. In spite of a rapid development of control theory, this work needs much time and effort of expert. In this paper, to resolve this defect, after the sample of parameters in the changeable limits of system character is obtained, these parametrs are used as desired values of back propagation learning algorithm, also neural network auto tuner for PID controller is proposed by determing the optimum structure of neural network. Simulation results demonstrate that auto-tuning proper to system character can work well.

  • PDF

소형경유트럭의 하이브리드 튜닝 안전성에 관한 연구 (A Study on the Safety of Hybrid Tuning for Light-duty Diesel Trucks)

  • 전상우;권만재;안호순
    • 자동차안전학회지
    • /
    • 제13권4호
    • /
    • pp.20-25
    • /
    • 2021
  • This paper is the result of a research on hybrid tuning technology developed to improve the actual fuel efficiency and reduce emissions of in-use light-duty diesel trucks. In this study, a hybrid powertrain was constructed by inserting an electric motor between the diesel engine and manual transmission of an internal combustion engine vehicle and installing a battery. To verify the safety, a test was conducted based on the Korean tuning regulations. In particular, since there has been no case of tuning an internal combustion engine vehicle into a hybrid vehicle in Korea, it was necessary to carry out all procedures to receive tuning approval. The approval process consists of a technical review, safety verification test, and application for tuning approval. As a result, the test vehicle was approved for tuning because both the technical review and vehicle test results were suitable. Therefore, this study confirmed the safety of diesel hybrid tuning technology, and laid the foundation for the research and development of technologies to tune into an eco-friendly vehicle as well as the activation of related industries.

패턴 인식에 의한 새로운 자동조정 PI제어기 (A New Auto-Tuning PI Controller by Pattern Recognition)

  • Park, Gwi-Tae;Lee, Kee-Sang;Park, Tae-Hong
    • 대한전기학회논문지
    • /
    • 제40권7호
    • /
    • pp.696-705
    • /
    • 1991
  • This paper describes the procedures for pre-tuning and re-tuning the gains of PI controller based on output patterns -output error integral- of the unknown process which may not have any information, for example, system order, deadtime, time constant, etc. The key ideas of the proposed adaptive scheme are as follows. The scheme determines the initial gains by using ZNM (Ziegler-Nichols Method) with relay feedback, and then the adaptive algorithms by pattern recognition are introduced for re-runing the PI gains with on-line scheme whenever control conditions are changed. Because, among the various auto-tuning procedures, ANM with relay feedback has the difficulty in re-tuning with on-line and Bristol method has no comment on initial settings and has variables to pre-determine, which makes the algorithm comples, the proposed methods have the combined scheme with above two procedures to recover those problems. And this paper proposes a simple way to determine adaptive constant in Bristol method. To show the validity of the proposed method, an example is illustrated by computer simulation and a laboratory process, heat exchanger, is experimented.

PID 제어기의 On-Line 퍼지 자동동조 (On-Line Fuzzy Auto Tuning for PID Controller)

  • 황형수;최정내;이원혁
    • 대한전기학회논문지:시스템및제어부문D
    • /
    • 제49권2호
    • /
    • pp.55-61
    • /
    • 2000
  • In this paper, we proposed a new PID tuning algorithm by the fuzzy set theory to improve the performance of the PID controller. The new tuning algorithm for the PID controller has the initial value of parameter Kc, $\tau$I, $\tau$D by the Ziegler-Nichols formula using the ultimate gain and ultimate period from a relay tuning experiment. We get error and error change of plant output correspond to the initial value and new proportion gain(Kc) and integral time($\tau$I) from fuzzy tunner. This fuzzy tuning algorithm for PID controller considerably reduced overshoot and rise time compare to any other PID controller tuning algorithms. In real parametric uncertainty systems, the PID controller with Fuzzy auto-tuning give appreciable improvement in the performance. The significant properties of this algorithm is shown by simulation In this paper, we proposed a new PID algorithm by the fuzzy set theory to improve the performance of the PID controller.

  • PDF

서보 시스템을 위한 퍼지 자동 동조 PID 제어기 (Fuzzy Auto-tuning PID Controller for Servo System)

  • 오훈;윤양웅
    • 한국조명전기설비학회지:조명전기설비
    • /
    • 제9권1호
    • /
    • pp.63-66
    • /
    • 1995
  • PDI 제어기는 많은 서보 제어 시스템에 사용되고 있다. 하지만 제어 시스템이 가변부하일 경우에 정밀한 제어는 어렵게 된다. 이에 대한 보완적인 한 방법으로, 본 논문에서는 가변부하일 경우 퍼지 규칙에 의해 PID 제어기의 매개변수를 자동 동조하는 방법을 제시하였다. PID 제어기의 매개변수는 부하 변화에 따라 퍼지 규칙에 의해 결정된다. 퍼지 자동 동조에 의한 정밀한 제어 기능은 모의실험에 의해 확인하였다.

  • PDF

퍼지추론을 이용한 자동동조 PID 제어기의 설계 (A Design of Auto-Tuning PID Controller using Fuzzy Reasoning)

  • 박석준;홍형표;박종건;임영철;조경영
    • 대한전기학회:학술대회논문집
    • /
    • 대한전기학회 1991년도 추계학술대회 논문집 학회본부
    • /
    • pp.345-348
    • /
    • 1991
  • This paper describes a new auto tuning method for the intelligent PID control system. This new method is hosed on the settling time of the process and has been introduced into auto-tuning PID controller using fuzzy logic. The performance of the controller is measured by computer simulation. Simulation shows good results that controller searches well the optimal values of PID parameters in any conditions and the response characteristic of the control system is improved.

  • PDF

하이브리드 자동 동조 알고리즘을 이용한 하이브리드 퍼지 제어기 (The Hybrid Fuzzy Controller using the Hybrid Auto-tuning Algorithm)

  • 이대근;김중영;오성권
    • 대한전기학회:학술대회논문집
    • /
    • 대한전기학회 1999년도 추계학술대회 논문집 학회본부 B
    • /
    • pp.521-523
    • /
    • 1999
  • In this paper, we propose the hybrid fuzzy controller(HFC) and the hybrid auto-tuning algorithm. The proposed HFC combined a PID controller with a fuzzy controller concurrently produces the better output performance such as sensitivity improvement in steady state and robustness in transient state than any other controller. In addition, a hybrid auto-tuning algorithm which consists of genetic algorithm and complex algorithm to automatically generate weighting factor, scaling factors and PID control gains optimizes the output of HFC. As an typical example of non-linear system in control theory an inverted pendulum will be controlled by the suggested HFC and illustrated the performance and applicability of this proposed method by simulation.

  • PDF