• Title/Summary/Keyword: T-S Fuzzy

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Statistical Information-Based Hierarchical Fuzzy-Rough Classification Approach (통계적 정보기반 계층적 퍼지-러프 분류기법)

  • Son, Chang-S.;Seo, Suk-T.;Chung, Hwan-M.;Kwon, Soon-H.
    • Journal of the Korean Institute of Intelligent Systems
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    • v.17 no.6
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    • pp.792-798
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    • 2007
  • In this paper, we propose a hierarchical fuzzy-rough classification method based on statistical information for maximizing the performance of pattern classification and reducing the number of rules without learning approaches such as neural network, genetic algorithm. In the proposed method, statistical information is used for extracting the partition intervals of antecedent fuzzy sets at each layer on hierarchical fuzzy-rough classification systems and rough sets are used for minimizing the number of fuzzy if-then rules which are associated with the partition intervals extracted by statistical information. To show the effectiveness of the proposed method, we compared the classification results(e.g. the classification accuracy and the number of rules) of the proposed with those of the conventional methods on the Fisher's IRIS data. From the experimental results, we can confirm the fact that the proposed method considers only statistical information of the given data is similar to the classification performance of the conventional methods.

Measurement of Service Quality Using Fuzzy Set Theory and Analytic Hierarchy Process (Fuzzy Set Theory와 Analytic Hierarchy Process를 이용한 서비스품질 측정)

  • Lee, Hoe-Sik;Yoo, Choon-Burn;Choi, Yong-Jung;Jung, Hae-Jun;Kim, Yu-Ra
    • Proceedings of the Korean Society for Quality Management Conference
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    • 2006.11a
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    • pp.236-242
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    • 2006
  • 세계적으로 각 분야에서 SERVQUAL 모형과 SERVPERF 모형 등을 이용한 서비스품질에 대한 측정과 관련된 연구들이 많이 수행되어 오고 있지만 서비스품질을 계량화시키기 위한 연구는 활성화되고 있지 못하는 상황이다. 따라서, 본 연구의 목적은 불확실하고 주관적인 환경에서 서비스품질을 객관성있게 측정하고 계량화시키기 위해서 L.A. Zadeh가 제안한 퍼지이론의 Triangular Fuzzy Number(TFN) 와 T.L. Saaty가 제안한 Analytic Hierarchy Process (AHP)를 이용하여 서비스품질을 측정하기 위한 방법을 제안하는 것이고, 본 연구를 통해서 조직의 제한적 자원으로 고객만족 극대화를 실현하기 위한 경쟁우위적 전략의 일환으로써 서비스품질을 제고시키는데 효율적이며 효과적인 의사결정안이 도출될 것으로 사료된다.

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Robust Delay-dependent Stability Criteria for Takagi-Sugeno Fuzzy Systems with Time-varying Delay (시변지연을 가지는 TS퍼지시스템을 위한 견실 시간종속 안정성판별법)

  • Liu, Yajuan;Lee, Sangmoon;Kwon, Ohmin
    • The Transactions of The Korean Institute of Electrical Engineers
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    • v.64 no.6
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    • pp.891-899
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    • 2015
  • This paper presents the robust stability condition of uncertain Takagi-Sugeno(T-S) fuzzy systems with time-varying delay. New augmented Lyapunov-Krasovskii function is constructed to ensure that the system with time-varying delay is globally asymptotically stable. Also, less conservative delay-dependent stability criteria are obtained by employing some integral inequality, reciprocally convex approach and new delay-partitioning method. Finally, two numerical examples are provided to demonstrate the effectiveness of the proposed method.

리튬 2차 전지의 1차원 열적 특성을 고려한 지능형 용량예측

  • Lee, Jeong-Su;Ho, Bin;Kim, Gwang-Seon;Im, Geun-Uk;Jo, Jang-Gun;Jo, Hyeon-Chan
    • Proceedings of the Korean Society Of Semiconductor Equipment Technology
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    • 2007.06a
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    • pp.244-249
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    • 2007
  • In this paper, in order to get the characteristics of the lithium secondary cell, such as cycle life, charge and discharge characteristic, temperature characteristic, self-discharge characteristic and the capacity recovery rate etc, we build a mathematical model of battery. In this one-dimensional model, Seven governing equations are made to solve seven variables $c,\;c_s,\;{\Phi}_1,\;{\Phi}_2,\;i_2,\;j\;and\;T$. The mathematical model parameters used in this model have been adjusted according to the experimental data measured in our lab. The connecting research of this study is to get an accurate estimate of the capacity of battery through comparison of results from simulation and fuzzy logic system. So the result data from this study is reorganized to fit the fuzzy logic algorithm.

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Application of Fuzzy Control for Power System Stabilization (전력계통의 안정화를 위한 퍼지제어의 적용)

  • Chong, H.H.;Lee, J.T.;Chong, D.I.;Joo, S.M.;Kim, H.J.;Lee, K.W.
    • Proceedings of the KIEE Conference
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    • 1993.07a
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    • pp.109-111
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    • 1993
  • This paper proposed a regulation technique of scale factors on fuzzy controller for power system stabilization. These scale factors arc regulated by a given exponential function with performance index variables. Simulation results show that the proposed fuzzy control technique are more powerful than conventional ones in faces of usefulness and robustness.

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Fuzzy Rule Generation and Building Inference Network using Neural Networks (신경망을 이용한 퍼지 규칙 생성과 추론망 구축)

  • 이상령;이현숙;오경환
    • Journal of the Korean Institute of Intelligent Systems
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    • v.7 no.3
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    • pp.43-54
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    • 1997
  • Knowledge acquisition is one of the most difficult problems in designing fuzzy systems. As application domains of fuzzy systems become larger and more complex, it is more difficult to find the relations among the system's input- outpiit variables. Moreover, it takes a lot of efforts to formulate expert's knowledge about complex systems' control actions by linguistic variables. Another difficulty is to define and adjust membership functions properly. Soin conventional fuzzy systems, the membership functions should be adjusted to improve the system performance. This is time-consuming process. In this paper, we suggest a new approach to design a fuzzy system. We design a fuzzy system using two neural networks, Kohonen neural network and backpropagation neural network, which generate fuzzy rules automatically and construct inference network. Since fuzzy inference is performed based on fuzzy relation in this approach, we don't need the membership functions of each variable. Therefore it is unnecessary to define and adjust membership functions and we can get fuzzy rules automatically. The design process of fuzzy system becomes simple. The proposed approach is applied to a simulated automatic car speed control system. We can be sure that this approach not only makes the design process of fuzzy systems simple but also produces appropriate inference results.

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Steam Temperature Controller Design of Power Plant Superheater (발전기 과열기의 증기 온도 제어기 설계)

  • Hong, Hyun-Mun;Jeon, B.S.;Kim, J.G.;Kang, G.B.;Lee, B.S.
    • Proceedings of the Korean Institute of IIIuminating and Electrical Installation Engineers Conference
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    • 2005.05a
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    • pp.412-414
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    • 2005
  • In this paper, we present a method of fuzzy controller design for the power plant superheater in the form of bilinear system. For the steam temperature control, the input variables are constructed by the area of difference between the profiles estimated from bilinear observer and reference profiles, and the time rate of change. We estimate the control rules by T. Takagi and M. Sugeno's fuzzy model. The feasibilities of the suggested method are illustrated via the computer simulation result.

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Robust Intelligent Digital Redesign of Nonlinear System with Parametric Uncertainties (불확실성을 갖는 비선형 시스템의 강인한 지능형 디지털 재설계)

  • Sung, Hwa-Chang;Joo, Young-Hoon;Park, Jin-Bae
    • Journal of the Korean Institute of Intelligent Systems
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    • v.16 no.2
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    • pp.138-143
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    • 2006
  • This paper presents intelligent digital redesign method for hybrid state space fuzzy-model-based controllers. For effectiveness and stabilization of continuous-time uncertain nonlinear systems under discrete-time controller, Takagi-Sugeno(TS) fuzzy model is used to represent the complex system. And global approach design problems viewed as a convex optimization problem that we minimize the error of the norm bounds between nonlinearly interpolated linear operators to be matched. Also, by using the bilinear and inverse bilinear approximation method, we analyzed nonlinear system's uncertain parts more precisely. When a sampling period is sufficiently small, the conversion of a continuous-time structured uncertain nonlinear system to an equivalent discrete-time system have proper reason. Sufficiently conditions for the global state-matching of the digitally controlled system are formulated in terms of linear matrix inequalities (LMIs). Finally, a TS fuzzy model for the chaotic Lorentz system is used as an . example to guarantee the stability and effectiveness of the proposed method.

Detection of Premature Ventricular Contraction Using Discrete Wavelet Transform and Fuzzy Neural Network (이산 웨이블릿 변환과 퍼지 신경망을 이용한 조기심실수축 추출)

  • Jang, Hyoung-Jong;Lim, Joon-Shik
    • Journal of Korea Multimedia Society
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    • v.12 no.3
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    • pp.451-459
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    • 2009
  • This paper presents an approach to detect premature ventricular contraction(PVC) using discrete wavelet transform and fuzzy neural network. As the input of the algorithm, we use 14 coefficients of d3, d4, and d5, which are transformed by a discrete wavelet transform(DWT). This paper uses a neural network with weighted fuzzy membership functions(NEWFM) to diagnose PVC. The NEWFM discussed in this paper classifies a normal beat and a PVC beat. The size of the window of DWT is $-31/360{\sim}+32/360$ second(64 samples) whose center is the R wave. Using the seven records of the MIT-BIH arrhythmia database used in Shyu's paper, the classification performance of the proposed algorithm is 99.91%, which outperforms the 97.04% of Shyu's analysis. Using the forty records of the M1T-BIH arrhythmia database used in Inan's paper, the classification performance of the proposed algorithm is 98.01%, which outperforms 96.85% of Inan's one. The SE and SP of the proposed algorithm are 84.67% and 99.39%, which outperforms the 82.57% and 98.33%, respectively, of Inan's study.

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A note on a triangular norm hierarchy

  • Hong, Dug-Hun
    • Journal of the Korean Data and Information Science Society
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    • v.13 no.2
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    • pp.139-145
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    • 2002
  • In Cretu (2001), triangular norms and their hierarchy are investigated. In this paper, we give new proofs which are significantly shorter than those given in Cretu, applying a known result which involves only one argument of one-place rather than two-place argument s by Klement et al.(1997).

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