• 제목/요약/키워드: T-S Fuzzy Model

검색결과 202건 처리시간 0.027초

Logic-based Fuzzy Neural Networks based on Fuzzy Granulation

  • Kwak, Keun-Chang;Kim, Dong-Hwa
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 2005년도 ICCAS
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    • pp.1510-1515
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    • 2005
  • This paper is concerned with a Logic-based Fuzzy Neural Networks (LFNN) with the aid of fuzzy granulation. As the underlying design tool guiding the development of the proposed LFNN, we concentrate on the context-based fuzzy clustering which builds information granules in the form of linguistic contexts as well as OR fuzzy neuron which is logic-driven processing unit realizing the composition operations of T-norm and S-norm. The design process comprises several main phases such as (a) defining context fuzzy sets in the output space, (b) completing context-based fuzzy clustering in each context, (c) aggregating OR fuzzy neuron into linguistic models, and (c) optimizing connections linking information granules and fuzzy neurons in the input and output spaces. The experimental examples are tested through two-dimensional nonlinear function. The obtained results reveal that the proposed model yields better performance in comparison with conventional linguistic model and other approaches.

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인터넷 기반 원격제어를 위한 임의의 시간지연을 갖는 지능형 제어기의 설계 (Design of Intelligent Controller with Time Delay for Internet-Based Remote Control)

  • 주영훈;김정찬;이호재;박진배
    • 한국지능시스템학회논문지
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    • 제13권3호
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    • pp.293-299
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    • 2003
  • 본 논문은 인터넷 상에서 임의로 변화하는 입력지연을 갖는 불확실 퍼지 시스템의 지능형 강인 퍼지 제어기 설계를 논의한다. 임의로 변화하는 입력지연은 유한개의 상태를 갖는 마코프 확률과정으로 표현된다. 디지털 안정화기를 설계하기 위하여 연속시간 Takagi-Sugeno 퍼지 시스템을 이산화하며 제어기의 입출력단에 영차의 샘플/홀드 함수를 가정한다.이산화된 시스템은 확률적 과정에 따라 변화하는 도약 시스템으로 표현된다. 확률적 강인 안정가능성 조건은 선형 행렬 부등식의 형태로 표현된다.

비선형 시스템의 시간 지연 간격에 종속적인 안정도 분석 및 제어기 설계: TS 퍼지 모델 적용 (Delay-range-dependent Stability Analysis and Stabilization for Nonlinear Systems : T-S Fuzzy Model Approach)

  • 송민국;박진배;김진규;주영훈
    • 한국지능시스템학회논문지
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    • 제19권3호
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    • pp.337-342
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    • 2009
  • 본 논문은 비선형 시스템의 퍼지 모델을 적용한 시간 지연 간격에 종속적인 안정도 분석 및 제어기 설계에 대해서 논의한다. 먼저, 시간 지연을 포함하는 비선형 시스템을 T-S 퍼지 시스템으로 모델링한다. 시간 지연을 포함하는 전체 페루프 비선형 시스템은 다중 시간 지연을 갖는 T-S 퍼지 시스템이 된다. 전체 폐루프 퍼지 시스템의 안정도를 분석하고, 안정화 시키는 퍼지 제어기 설계를 위한 필요충분 조건을 유도한다. 유도된 안정도 및 제어기 설계 조건이 시간 지연 간격에 종속적임을 확인하다. 기존의 시간 지연에 종속적인 안정도 및 제어기 설계 조건 보다 넓은 범위를 나타냄을 확인한다. 제안된 필요충분 조건을 선형 행렬 부등식의 형태로 나타내고, 기존의 다양한 프로그래밍 기법을 이용하여 제어기 이득값을 구한다. 예제를 통하여 제안된 이론의 타당성을 확인한다.

A Robust Indirect Adaptive Fuzzy State Feedback Regulator Based on Takagi-Sugeno Fuzzy Model

  • Hyun, Chang-Ho;Park, Chang-Woo;Park, Mignon
    • 한국지능시스템학회논문지
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    • 제12권6호
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    • pp.554-558
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    • 2002
  • In this paper, we propose a robust indirect adaptive fuzzy state feedback regulator based on Takagi-Sugeno fuzzy model. The proposed adaptive fuzzy regulator is less sensitive to singularity than the conventional one based on the feedback linearization method. Furthermore, the proposed control method is applicable to not only plants with a perfect model but also plants with an imperfect model, which causes uncertainties. We verify the global stability of the proposed method by using Lyapunov method. In order to support the achievement, the application of the proposed adaptive fuzzy regulator to the control of a nonlinear system under the external disturbance is presented and the performance was verified by some simulation result.

An Improved Method to Construct T-S Fuzzy Model

  • Min, Hyung-Gi;Jeung, Eun-Tae;Kwon, Sung-Ha
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 2003년도 ICCAS
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    • pp.2264-2269
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    • 2003
  • This paper presents an improved method that constructs an equivalent T-S fuzzy model for nonlinear systems expressed by nonlinear differential equations including terms of power series. The method in this paper has fewer numbers of the rules than the previous methods as well as exactly expresses nonlinear systems. Moreover, this method can get wider feasible area satisfying the stability conditions than the previous methods. We show the improvement of modeling by comparing the proposed method with two previous methods through an inverted pendulum on a cart.

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타카기-수게노 퍼지 시스템을 위한 샘플치 고장검출 관측기 설계 (Sampled-Data Fault Detection Observer Design of Takagi-Sugeno Fuzzy Systems)

  • 지성철;이호재;김도완
    • 한국지능시스템학회논문지
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    • 제23권1호
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    • pp.65-71
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    • 2013
  • 본 논문은 센서 고장을 갖는 타카기-수게노 (Takagi-Sugeno: T-S) 퍼지 시스템의 샘플치 고장검출 관측기 설계 문제를 다룬다. 고장검출을 위해 T-S 퍼지 모델 기반의 관측기가 사용된다. $\mathfrak{H}$_ 성능 지수를 도입하여 고장에 가능한 한 민감한 관측기를 설계한다. 고장 판단 논리에 의해 고장 발생 여부를 확인할 수 있다. 관측기의 설계조건을 선형행렬부등식으로 제안한다. 모의실험에서 수치 예제를 통해 제안한 고장검출 기법의 효용성을 입증한다.

Design of T-S(Takagi-Sugeno) Fuzzy Control Systems Under the Bound on the Output Energy

  • Kim, Kwang-Tae;Joh, Joog-Seon;Kwon, Woo-Hyen
    • Transactions on Control, Automation and Systems Engineering
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    • 제1권1호
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    • pp.44-49
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    • 1999
  • This paper presents a new T-S(Tae-Sugeno) fuzzy controller design method satisfying the output energy bound. Maximum output energy via a quadratic Lyapunov function to obtain the bound on output energy is derived. LMI(Linear Matrix Inequality) problems which satisfy an output energy bound for both of the continuous-time and discrete-time T-S fuzzy control system are also derived. Solving these LMIs simultaneously, we find a common symmetric positive definite matrix P which guarantees the global asymptotic stability of the system and stable feedback gains K's satisfying the output energy bound. A simple example demonstrates validity of the proposed design method.

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가상 텔레케어 팀을 위한 퍼지신뢰평가 모델 (Fuzzy Trust Evaluation Model for Virtual Telecare Team)

  • 이경휘;김효중
    • 산업경영시스템학회지
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    • 제32권2호
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    • pp.112-119
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    • 2009
  • Telecare, one of the e-healthcare services with lCT, is a promising technology which aims to monitor the state of patients and then provide the medical services appropriately in remote sites. Virtual telecare team based on the concept of virtual collaborative teams which consist of a patient, a doctor, and a telecare team, operates on a temporary basis in need. Reputation, which means the degree of a patient's belief to a doctor in consideration, is the most important factor to make the virtual telecare team trustable. In this paper, we propose the fuzzy reputation model of a virtual telecare team, which is a reputation-based trust model based on fuzzy set theory. An illustrative example is also given in order to show the applicability of the model to the concept of a virtual telecare team.

퍼지모델을 이용한 비선형시스템의 센서고장 검출식별 (A Fuzzy Model Based Sensor Fault Detection Scheme for Nonlinear Dynamic Systems)

  • 이기상
    • 전기학회논문지
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    • 제56권2호
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    • pp.407-414
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    • 2007
  • A sensor fault detection scheme(SFDS) for a class of nonlinear systems that can be represented by Takagi-Sugeno fuzzy model is proposed. Basically, the SFDS may be considered as a multiple observer scheme(MOS) in which the bank of state observers and the detection & isolation logic are included. However, the proposed scheme has two great differences from the conventional MOSs. First, the proposed scheme includes fuzzy fault detection observers(FFDO) that are constructed based on the T-S fuzzy model that provides very good approximation to nonlinear dynamic systems. Secondly, unlike the conventional MOS, the FFDOS are driven not parallelly but sequentially according to the predetermined sequence to avoid the massive computational burden, which is known to be the biggest obstacle to the practical application of the multiple observer based FDI schemes. During the operating time, each FFDO generates the residuals carrying the information of a specified fault, and the corresponding fault detection logic unit performs the logical operations to detect and isolate the fault of interest. The proposed scheme is applied to an inverted pendulum control system for sensor fault detection/isolation. Simulation study shows the practical feasibility of the proposed scheme.

헬리콥터 시스템의 지능형 디지털 재설계 (Intelligent Digital Redesign for Helicopter System)

  • 성화창;박진배;주영훈
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2005년도 제36회 하계학술대회 논문집 A
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    • pp.893-895
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    • 2005
  • We represent an efficient intelligent digital redesign method for a Takagi-Sugeno (T-S) fuzzy system. intelligent digital redesign means that an existing analog fuzzy-model-based controller converts to equivalent digital counter part in the sense of state-matching. The proposed method performs previous work, moreover, it allows to matching the states of the overall closed-loop T-S fuzzy system with the predesigned analog fuzzy-model-based controller. And the problem of stability represent convex optimization problem and cast into linear matrix inequality (LMI) framework. This method applies to the helicopter systems which are the nonlinear plant and determine the feasibility and effectiveness of the proposed method.

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