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구간값 모호집합에 기반을 둔 퍼지시스템의 신뢰도 분석

Reliability Analysis of Fuzzy Systems Based on Interval Valued Vague Sets

  • 이세열 (청운대학교 컴퓨터학과) ;
  • 조상엽 (청운대학교 인터넷학과) ;
  • 김용수 (대전대학교 컴퓨터공학과)
  • 발행 : 2008.08.25

초록

퍼지시스템의 신뢰도를 분석하기 위해서 기존의 연구에서는 퍼지시스템의 구성요소의 신뢰도를 0과 1사이의 실수, 퍼지숫자, 신용구간, 모호집합, 구간값 퍼지집합 등으로 표현하였다. 본 논문에서 우리는 전체집합 [0, 1]에서 정의되는 구간값 모호집합을 기반으로 퍼지시스템의 신뢰도를 표현하고 분석하는 방법을 제안한다. 구간값 모호집합에서는 기존 모호집합[12, 14]의 상한과 하한을 각각 구간으로 표현한다. 그러므로 퍼지시스템의 신뢰도를 더 유연한 방법으로 표현하고 분석하는 것을 가능하게 한다. 제안한 방법은 Kumar[14]가 언급한 복잡한 퍼지 사다리꼴숫자 연간보다는 퍼지 삼각숫자의 간단한 산술연산을 사용하기 때문에 제안된 방법의 실행속도는 기존의 방법보다 실행이 더 빠르다.

In order to analyze the reliabilities of the fuzzy systems, the reliabilities of the components in the fuzzy systems are represented by real values between zero and one, fuzzy numbers, intervals of confidence, vague sets, interval valued fuzzy sets, etc in the conventional researches. In this paper, we propose a method to represent and analyze the reliabilities of the fuzzy systems based on the interval valued vague sets defined in the universe of discourse [0, 1]. In the interval valued vague sets, the upper bounds and the lower bounds of the conventional vague sets[12, 14] are represented as the intervals. Therefore, it can allow the reliabilities of a fuzzy system to represent and analyze in a more flexible manner. Because the proposed method uses the simplified arithmetic operations of the fuzzy triangular numbers rather than the complicated of the fuzzy trapezoidal numbers mentioned by Kumar[14], the execution of the proposed method is faster than the one.

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참고문헌

  1. Kaufmann, A., and Gupla, M. M., "Fuzzy Mathematical Models in Engineering and Management Science," North-Holland, Amsterdam, 1988
  2. Zadeh, L. A., "Fuzzy Sets," Information and Control 8, pp.338-353, 1965 https://doi.org/10.1016/S0019-9958(65)90241-X
  3. Singer, D., "A Fuzzy Set Approach To Fault Tree and Reliability Analysis," Fuzzy Sets and Systems, Vol. 34, pp.145-155, 1990 https://doi.org/10.1016/0165-0114(90)90154-X
  4. Cai, K. Y., Wen, C. Y., and Zhang, M. L., "Fuzzy Variables As a Basis for a Theory of Fuzzy Reliability in Possibility Context," Fuzzy Sets and Systems, Vol. 42, pp.145-172, 1991 https://doi.org/10.1016/0165-0114(91)90143-E
  5. Cai, K. Y., Wen, C. Y., and Zhang, M. L., "Posbist Reliability Behavior of Typical Systems With Two Types of Failure," Fuzzy Sets and Systems, Vol. 43, pp.17-32, 1991 https://doi.org/10.1016/0165-0114(91)90018-L
  6. Cai, K. Y., Wen, C. Y., and Zhang, M. L., "Fuzzy States As a Basis for a Theory of Fuzzy Reliability," Microelectronic Reliability, Vol. 33, No. 1, pp.2253-2263, 1993 https://doi.org/10.1016/0026-2714(93)90065-7
  7. Cheng, C. H., and Mon, D. L., "Fuzzy System Reliability Analysis by Interval of Confidence," Fuzzy Sets and Systems, Vol. 56, pp.29-35, 1993 https://doi.org/10.1016/0165-0114(93)90182-H
  8. Chen, Shyi-Ming, "Fuzzy System Reliability Analysis Using Fuzzy Number Arithmetic Operations," Fuzzy Sets and Systems, Vol. 64, pp.31-38, 1994 https://doi.org/10.1016/0165-0114(94)90004-3
  9. Mon, D. L., and Cheng, C. H., "Fuzzy System Reliability Analysis for Components With Different Membership Functions," Fuzzy Sets and Systems, Vol. 64, pp.147-157, 1994
  10. Utkin, L. V., and Gurov, S. V., "A General Formal Approach for Fuzzy Reliability Analysis in the Possibility Context," Fuzzy Sets and Systems, Vol. 83, pp.203-213, 1996 https://doi.org/10.1016/0165-0114(95)00391-6
  11. Cai, K. Y., "Systems Failure Engineering and Fuzzy Methodology: An Introductory Overview," Fuzzy Sets and Systems, Vol. 83, pp.113-133, 1996 https://doi.org/10.1016/0165-0114(95)00385-1
  12. Chen, Shyi-Ming, "Analysis Fuzzy System Reliability Using Vague Set Theory," Int'l Jl. of Applied Science and Engineering, Vol. 1, pp.82-88, 2003
  13. Wu, H. C., "Fuzzy Reliability Estimation Using Bayesian Approach," Computers and Industrial Engineering, 46, pp.467-493, 2004 https://doi.org/10.1016/j.cie.2004.01.009
  14. Kumar, A., Yadav, S. P., and Kumar, S., "Fuzzy Reliability of a Marine Power Plant Using Interval Valued Vague Sets," Int'l Jl. of Applied Science Engineering, Vol. 4, No. 1, pp.71-82, 2006
  15. 조상엽, 박사준, "모호집합을 이용한 가중구성요소 를 갖는 퍼지시스템의 신뢰도분석," 정보과학회논문지: 소프트웨어 및 응용, 제33권, 제11호, pp.979-985, 2006
  16. Gau, Wen-Lung, and Buehrer, Daniel J., "Vague Sets," IEEE Trans. on SMC, Vol. 23, No. 2, pp.610-614, 1993 https://doi.org/10.1109/21.229476
  17. Turksen, I. B., "Interval-valued Fuzzy Sets Based on Normal Forms," Fuzzy Sets and Systems 20, pp.191-210, 1986 https://doi.org/10.1016/0165-0114(86)90077-1
  18. 이세열, 조상엽, 김용수, "구간값 모호집합에 기반을 둔 퍼지시스템의 신뢰도 분석," 한국지능시스템학회 춘계학술발표대회 논문집, 2008