• 제목/요약/키워드: single Weibull distribution

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Higher Order Moments of Record Values From the Inverse Weibull Lifetime Model and Edgeworth Approximate Inference

  • Sultan, K.S.
    • International Journal of Reliability and Applications
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    • 제8권1호
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    • pp.1-16
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    • 2007
  • In this paper, we derive exact explicit expressions for the triple and quadruple moments of the lower record values from inverse the Weibull (IW) distribution. Next, we present and calculate the coefficients of the best linear unbiased estimates of the location and scale parameters of IW distribution (BLUEs) for different choices of the shape parameter and records size. We then use the higher order moments and the calculated BLUEs to compute the mean, variance, and the coefficients of skewness and kurtosis of certain linear functions of lower record values. By using the coefficients of the skewness and kurtosis, we develop approximate confidence intervals for the location and scale parameters of the IW distribution using Edgeworth approximate values and then compare them with the corresponding intervals constructed through Monte Carlo simulations. Finally, we apply the findings of the paper to some simulated data.

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개발단계의 제품 인증을 위한 베이지언 2단계 신뢰성 실증시험의 통계적 설계 (A Statistical Design of Bayesian Two-Stage Reliability Demonstration Test for Product Qualification in Development Process)

  • 서순근
    • 대한산업공학회지
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    • 제43권2호
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    • pp.147-153
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    • 2017
  • In order to demonstrate a target reliability with a specified confidence level, a new two-stage Bayesian Reliability Demonstration Test (RDT) plans that is known to be more effective than a corresponding single-stage one is proposed and developed by Bayesian framework with beta prior distribution for Weibull life time distribution. A numerical example is provided to illustrate the proposed RDT plans and compared with other non-Bayesian and Bayesian plans. Comparative results show that the proposed Bayesian two-stage plans have some merits in terms of required and expected testing time and probability of acceptance.

MOMENTS OF LOWER GENERALIZED ORDER STATISTICS FROM DOUBLY TRUNCATED CONTINUOUS DISTRIBUTIONS AND CHARACTERIZATIONS

  • Kumar, Devendra
    • 충청수학회지
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    • 제26권3호
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    • pp.441-451
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    • 2013
  • In this paper, we derive recurrence relations for moments of lower generalized order statistics within a class of doubly truncated distributions. Inverse Weibull, exponentiated Weibull, power function, exponentiated Pareto, exponentiated gamma, generalized exponential, exponentiated log-logistic, generalized inverse Weibull, extended type I generalized logistic, logistic and Gumble distributions are given as illustrative examples. Further, recurrence relations for moments of order statistics and lower record values are obtained as special cases of the lower generalized order statistics, also two theorems for characterizing the general form of distribution based on single moments of lower generalized order statistics are given.

A Time Truncated Two-Stage Group Sampling Plan for Weibull Distribution

  • Aslam, Muhammad;Jun, Chi-Hyuck;Rasool, Mujahid;Ahmad, Munir
    • Communications for Statistical Applications and Methods
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    • 제17권1호
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    • pp.89-98
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    • 2010
  • In this paper, a two-stage group sampling plan based on the time truncated life test is proposed for the Weibull distribution. The design parameters such as the number of groups and the acceptance number in each stage are determined by satisfying the producer's and consumer's risks simultaneously when the group size and the test duration are specified. The acceptable reliability level is expressed by the ratio of the true mean life to the specified life. It was demonstrated from the comparison with single-stage group sampling plans that the proposed plan can reduce the average sample number or improve the operating characteristics.

A Two-Plan Sampling System for Life Testing Under Weibull Distribution

  • Aslam, Muhammad;Balamurali, Saminathan;Jun, Chi-Hyuck;Ahmad, Munir
    • Industrial Engineering and Management Systems
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    • 제9권1호
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    • pp.54-59
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    • 2010
  • A two-plan sampling system is proposed for a failure-censored life testing when the lifetime follows a Weibull distribution with known shape parameter. The proposed sampling system is based on a switching rule, for switching between the tightened and the normal inspection levels when lots are submitted for inspection in the order of production or in some other systematic way. The design parameters of the proposed sampling system are determined by the two-point approach considering the producer's risks and the consumer's at the specified acceptable reliability level and the lot tolerance reliability level, respectively. It has been observed that the proposed system requires only a single failure for the observation.

2단계 신뢰성 실증시험의 통계적 설계 (Statistical Design of Two-Stage Reliability Demonstration Tests)

  • 서순근
    • 품질경영학회지
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    • 제39권2호
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    • pp.313-319
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    • 2011
  • In design verification and process validation stages, reliability demonstration tests(RDT's) are common practice in industry, A new two-stage RDT that is known to be more efficient than a corresponding single-stage one in terms of expected test duration for Weibull distribution is proposed. Zero or one failure two-stage plans to minimize expected test duration under Type I and hybrid censoring subject to satisfying consumer's risk at a specified reliability target are developed and a numerical example is provided to illustrate the proposed two-stage RDT plans and compared with other one- and two-stage plans.

SiC 첨가한 ZrO2의 기계적 특성에 대한 와이블 통계 해석 (Weibull Statistical Analysis on Mechanical Properties in ZrO2 with SiC Additive)

  • 남기우;김선진;김대식
    • 대한기계학회논문집A
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    • 제39권9호
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    • pp.901-907
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    • 2015
  • 비커스 경도 실험은 세라믹스 재료의 경도를 특성화하는데 사용되는 일반적인 실험법이다. 그러나 경도도 하나의 확률변수로 취급하는 것이 일반적이다. 본 연구의 목적은 단상 $ZrO_2$ 와 SiC 첨가한 $ZrO_2/SiC$ 복합 세라믹스의 굽힘강도와 비커스 경도의 통계적 성질을 조사하는 것이다. 본 연구에서는 와이블 통계 해석에 기초하여 그들의 결과를 특성치와 변동을 비교 고찰하였다. 굽힘강도 및 비커스 경도는 모두 와이블 분포에 비교적 잘 적합할 수 있음을 알았다. 또한 단상 $ZrO_2$ 와 SiC 첨가한 $ZrO_2/SiC$ 복합 세라믹스와 그들의 열처리재에 대한 비커스 경도의 확률분포에 대한 척도 및 형상 파라메터 값을 평가하였다.

Application of Finite Mixture to Characterise Degraded Gmelina arborea Roxb Plantation in Omo Forest Reserve, Nigeria

  • Ogana, Friday Nwabueze
    • Journal of Forest and Environmental Science
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    • 제34권6호
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    • pp.451-456
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    • 2018
  • The use of single component distribution to describe the irregular stand structure of degraded forest often lead to bias. Such biasness can be overcome by the application of finite mixture distribution. Therefore, in this study, finite mixture distribution was used to characterise the irregular stand structure of the Gmelina arborea plantation in Omo forest reserve. Thirty plots, ten each from the three stands established in 1984, 1990 and 2005 were used. The data were pooled per stand and fitted. Four finite mixture distributions including normal mixture, lognormal mixture, gamma mixture and Weibull mixture were considered. The method of maximum likelihood was used to fit the finite mixture distributions to the data. Model assessment was based on negative loglikelihood value ($-{\Lambda}{\Lambda}$), Akaike information criterion (AIC), Bayesian information criterion (BIC) and root mean square error (RMSE). The results showed that the mixture distributions provide accurate and precise characterisation of the irregular diameter distribution of the degraded Gmelina arborea stands. The $-{\Lambda}{\Lambda}$, AIC, BIC and RMSE values ranged from -715.233 to -348.375, 703.926 to 1433.588, 718.598 to 1451.334 and 3.003 to 7.492, respectively. Their performances were relatively the same. This approach can be used to describe other irregular forest stand structures, especially the multi-species forest.

와이블 수명분포에 근거한 소프트웨어 개발모형의 비용 분석에 관한 비교 평가 (Comparative Evaluation on the Cost Analysis of Software Development Model Based on Weibull Lifetime Distribution)

  • 배효정
    • 한국인터넷방송통신학회논문지
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    • 제22권3호
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    • pp.193-200
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    • 2022
  • 본 연구에서는 소프트웨어 신뢰성 분야에서 많이 사용하는 Weibull 수명 분포((Goel-Okumoto, Rayleigh, Type-2 Gumbe)에 근거하여 유한 고장 NHPP 소프트웨어 신뢰성 모형을 소프트웨어 개발 모형에 적용한 후, 비용의 속성을 비교하여, 분석하였다. 본 연구를 위하여 소프트웨어 시스템의 정상 운용 중 검출된 고장시간 데이터를 수집하여 사용하였고, 제안된 모형의 모수 추정은 최우추정법을 적용하였으며, 비선형 방정식의 계산은 이분법을 사용하여 해결하였다. 그 결과, 첫째, 소프트웨어 개발 모형의 단위 시간당 테스팅 비용과 단일 고장을 제거하는 비용이 증가하면 비용은 증가하였지만 방출시간은 변하지 않았고, 정상적인 시스템 운용 중에 검출된 고장 수리 비용이 증가하면 비용 증가와 함께 방출 시간도 지연됨을 알 수 있었다. 둘째, 제안된 모형들을 종합적으로 비교 분석한 결과, Type-2 Gumble 모형이 Rayleigh 모형과 Goel-Okumoto 기본 모형 보다 개발비용이 적고, 방출 시간 포인트도 상대적으로 빨라서 가장 효율적인 모형임을 알 수 있었다. 셋째, 본 연구를 통하여 Weibull 분포 모형의 개발비용 속성을 새롭게 분석하였으며, 분석된 데이터는 소프트웨어 개발자들이 개발 비용과 방출 시간에 대한 속성을 탐색하는 데 필요한 설계 데이터로 활용할 수 있을 것으로 기대한다.

복수 표면균열의 확률적 특성을 고려한 용접부 피로수명 평가 (Fatigue Life Estimation of Welded Joints considering Statistical Characteristics of Multiple Surface Cracks)

  • 한정우;한승호
    • 대한기계학회논문집A
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    • 제29권11호
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    • pp.1472-1479
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    • 2005
  • Multiple surface crack distributed randomly along a weld toe influences strongly on the fatigue crack propagation life of welded joint. It is investigated by using statistical approaches based on series of systematic experiments. From the statistical results, initial crack numbers and its locations follow the normal distribution, and the probability of initial crack depths and lengths can be described well by tile Weibull distribution. These characteristics are used to calculate the fatigue crack propagation life, in which the mechanisms of mutual interaction and coalescence of the multiple cracks are considered as well as the Mk-factors obtained from a parametric study on the crack depths and lengths. The automatic calculation is achieved by the NESUSS, where the parameters such as the number, location and size of the cracks are all treated as random variables. The random variables are dealt through the Monte-Carlo simulation with sampling random numbers of 2,000. The simulation results show that the multiple cracks lead to much shorter crack propagation life compared with those in single crack situation. The sum of the simulation and tile fatigue crack initiation life derived by the notch strain approach agrees well with the experiments.