• 제목/요약/키워드: Weibull distribution model

검색결과 387건 처리시간 0.026초

비대칭(非對稱)와이블분포공정(分布工程)에서 메디안특수관리도(特殊管理圖)의 설계(設計) (Design of Median Control Chart for Unsymmetrical Weibull Distribution)

  • 신용백;황의미
    • 품질경영학회지
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    • 제14권2호
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    • pp.2-8
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    • 1986
  • This thesis is concerned with the design of control chart based on the sample median which is easy to use in practical situations and to analyze the properties for non-normally distributed Weibull process. In this cases are use to the quality characteristics of the process are not normally distributed but skewed due to the intermitted production, small lot size and sample size is small one n=3 or n=5, etc. And when it relates unsymmetrically distributed process, model designed median control chart is more effective than Shewhart $\bar{x}$-chart which assumed on normal distribution, when we exactly should be known Weibull distribution or estimated. The median control chart in this thesis is more robustness compared with other conventionally developed control chart.

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신뢰성이론에서의 피스와이즈 와이블분포와 그 추정 (A Piecewise Weibull Distribution in Reliability and its Estimation)

  • 정해성
    • 품질경영학회지
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    • 제24권2호
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    • pp.65-76
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    • 1996
  • In general, most industrial products exhibit bath-tub shaped curve for their failure rate functions. This distributional life model can be obtained by the Piecewise Weibull distribution. The least squares, maximum likelihood, and mixed methods of estimating the parameters of the Piecewise Weibull distribution are compared. The comparison is made by using the empirical mean squared errors of (a) the parameter estimates and (b) the estimated change-points, to summarize the results of 1000 simulated samples of three sizes - each 100, 150 and 200. The results are that the mixed method estimation comes to be the best as the sample sizes increase.

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Tree Size Distribution Modelling: Moving from Complexity to Finite Mixture

  • Ogana, Friday Nwabueze;Chukwu, Onyekachi;Ajayi, Samuel
    • Journal of Forest and Environmental Science
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    • 제36권1호
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    • pp.7-16
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    • 2020
  • Tree size distribution modelling is an integral part of forest management. Most distribution yield systems rely on some flexible probability models. In this study, a simple finite mixture of two components two-parameter Weibull distribution was compared with complex four-parameter distributions in terms of their fitness to predict tree size distribution of teak (Tectona grandis Linn f) plantations. Also, a system of equation was developed using Seemingly Unrelated Regression wherein the size distributions of the stand were predicted. Generalized beta, Johnson's SB, Logit-Logistic and generalized Weibull distributions were the four-parameter distributions considered. The Kolmogorov-Smirnov test and negative log-likelihood value were used to assess the distributions. The results show that the simple finite mixture outperformed the four-parameter distributions especially in stands that are bimodal and heavily skewed. Twelve models were developed in the system of equation-one for predicting mean diameter, seven for predicting percentiles and four for predicting the parameters of the finite mixture distribution. Predictions from the system of equation are reasonable and compare well with observed distributions of the stand. This simplified mixture would allow for wider application in distribution modelling and can also be integrated as component model in stand density management diagram.

New generalized inverse Weibull distribution for lifetime modeling

  • Khan, Muhammad Shuaib;King, Robert
    • Communications for Statistical Applications and Methods
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    • 제23권2호
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    • pp.147-161
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    • 2016
  • This paper introduces the four parameter new generalized inverse Weibull distribution and investigates the potential usefulness of this model with application to reliability data from engineering studies. The new extended model has upside-down hazard rate function and provides an alternative to existing lifetime distributions. Various structural properties of the new distribution are derived that include explicit expressions for the moments, moment generating function, quantile function and the moments of order statistics. The estimation of model parameters are performed by the method of maximum likelihood and evaluate the performance of maximum likelihood estimation using simulation.

세탁기 및 화장실 용수 수요량에 대한 예측모형 연구 (A Study on Prediction Model for Laundry and Toilet Water-use demand)

  • 명성민
    • 한국정보전자통신기술학회논문지
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    • 제12권4호
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    • pp.327-335
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    • 2019
  • 본 연구는 5년간의 세탁기 및 화장실 용수의 실측 자료를 기반으로 표본가구의 가구 및 주택, 월 특성들을 나타내는 변수들을 조사하여 위의 두 가지 용수에 대한 수요예측모형을 개발하는 것이다. 그러나 반응변수인 세탁기 및 화장실 용수의 분포를 확인한 결과 양의 왜도, 즉, 왼쪽으로 치우친 형태로 정규분포를 따르지 않기 때문에 다중회귀모형 적용 시 추정치가 편의되는 문제가 있다. 따라서 이에 대한 대안으로 세탁기 및 화장실 용수 수요 예측모형을 와이블 및 대수정규회귀모형으로 가정하고, 3가지 모형을 적용하여 최적모형을 제시하고 이에 대한 해석을 제시하였다. 그 결과 와이블 분포를 가정한 회귀모형이 가장 적합하다고 나타났으며, 이에 대한 각 용수별 예측모형을 제시하고 해석하였다. 그 결과 두 용수 모두 공통적으로 실거주인원이 용수사용에 가장 큰 영향을 주는 인자로 나타났다. 분석결과를 토대로 세탁기 및 화장실 용수의 수요를 예측시 실거주인원에 대한 고려가 필요하다는 점을 시사하며, 예측모형을 통한 관리부서에서 장기적으로 물 수요관리에 대한 정책 수립, 수도 관련 시설 규격 및 기자재 결정 등의 기초자료로 활용 할 수 있을 것이라 판단된다. 추후 연구에서는 1인 가구 등과 같은 실태를 반영한 독립변수들을 고려한 실측연구 등이 필요할 것이다.

강도로교의 피로신뢰성 해석을 위한 실용적 모형 (A Practical Model for the Fatigue Reliability Analysis of Steel Highway Bridges)

  • 신재철;장동일;이성재;조효남
    • 전산구조공학
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    • 제1권1호
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    • pp.113-122
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    • 1988
  • 본 연구에서는 강도로교의 피로파손의 위험을 예측할 수 있는 실용적 모형을 개발하였다. 제안된 피로해석 모형은 피로신뢰성 이론과 교량의 피로수명에 영향을 미치는 여러가지 요인들을 고려하여 유도되었다. 피로신뢰성 함수는 Weibull분포로 가정하였고, Weibull의 수치계산형태는 강재의 피로수명과 변진폭재하로 인한 응력범위 등의 통계적 불확실량을 모두 포함하는 Ang-Munse의 식을 사용하였다. 피로해석모형에는 교량이용 기간중에 발생할 수 있는 일평균교통량(ADTT)의 변화, 재하이력의 변화, 진추조사의 효과 등을 고려하였다. 응력범위 주상도는 개설 교량에 대한 현장실측결과로부터 구한 랜던 응력파로부터 작도하고, 그 결과 구해지는 응력범위분포는 Beta분포로 모형화 하였다. 본 연구에서 제안한 피로해석 방법을 실제 개설 교량에 대해 적용한 결과, 제안된 피로해석모형과 수치계산을 위하여 개발된 전산프로그램은 기설 노후 강교의 피로 내하력 판정이나 잔존수명의 예측 등을 위한 실용적인 방법으로 사용될 수 있다고 생각된다.

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크리프 파단 데이터의 변동성에 대한 새로운 고찰과 수명예측 (New Considerations on Variability of Creep Rupture Data and Life Prediction)

  • 정원택;공유식;김선진
    • 대한기계학회논문집A
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    • 제33권10호
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    • pp.1119-1124
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    • 2009
  • This paper deals with the variability analysis of short term creep rupture test data based on the previous creep rupture tests and the possibility of the creep life prediction. From creep tests performed by constant uniaxial stresses at 600, 650 and $700^{\circ}C$ elevated temperature, in order to investigate the variability of short-term creep rupture data, the creep curves were analyzed for normalized creep strain divided by initial strain. There are some variability in the creep rupture data. And, the difference between general creep curves and normalized creep curves were obtained. The effects of the creep rupture time (RT) and steady state creep rate (SSCR) on the Weibull distribution parameters were investigated. There were good relation between normal Weibull parameters and normalized Weibull parameters. Finally, the predicted creep life were compared with the Monkman-Grant model.

시변환 스트레스 조건에서의 와이블 분포의 모수 및 가속 모수에 대한 베이시안 추정을 사용하는 이산 시간 접근 방법 (A Discrete Time Approximation Method using Bayesian Inference of Parameters of Weibull Distribution and Acceleration Parameters with Time-Varying Stresses)

  • 정인승
    • 대한기계학회:학술대회논문집
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    • 대한기계학회 2008년도 추계학술대회A
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    • pp.1331-1336
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    • 2008
  • This paper suggests a method using Bayesian inference to estimate the parameters of Weibull distribution and acceleration parameters under the condition that the stresses are time-dependent functions. A Bayesian model based on the discrete time approximation is formulated to infer the parameters of interest from the failure data of the virtual tests and a statistical analysis is considered to decide the most probable mean values of the parameters for reasoning of the failure data.

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일정진폭하중하의 피로균열전파의 통계적 특성 (A Statistical Analysis of Fatigue Crack Growth under Constant-Amplitude Loads)

  • 정현철;임영규;김선진
    • 한국해양공학회:학술대회논문집
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    • 한국해양공학회 2002년도 춘계학술대회 논문집
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    • pp.104-109
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    • 2002
  • In this paper, a statistical analysis of fatigue crack growth behavior under constant amplitude loads has been carried out. Fatigue crack growth tests were conducted on sixteen pre-cracked compact tension (CT) specimens of the pressure vessel (SPV50) steel in controlled identical load and environmental conditions. The assessment of the statistical distribution of fatigue crack growth experimental data obtained from SPV50 steel was studied and also the correlation of the parameter C and m in the Paris-Erdogan law was discussed. The probability distribution function of fatigue crack growth life seems to follow the 3-parameter Weibull. The fatigue crack growth rate seems to follow the 3-parameter Weibull and the log-normal distribution. The coefficient of variation (COV) of fatigue crack growth life was observed to decrease as the crack grows. A strong negative linear correlation exists between the coefficient C and the exponent m in Paris model. Fatigue crack growth rate data shows a normal distribution for both m and logC.

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The new odd-burr rayleigh distribution for wind speed characterization

  • Arik, Ibrahim;Kantar, Yeliz M.;Usta, Ilhan
    • Wind and Structures
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    • 제28권6호
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    • pp.369-380
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    • 2019
  • Statistical distributions are very useful in describing wind speed characteristics and in predicting wind power potential of a specified region. Although the Weibull distribution is the most popular one in wind energy literature, it does not seem to be able to perfectly fit all the investigated wind speed data in nature. Thus, many studies are still being conducted to find flexible distribution for modelling wind speed data. In this study, we propose a new Odd-Burr Rayleigh distribution for wind speed characterization. The Odd-Burr Rayleigh distribution with two shape parameters is flexible enough to model different shapes of wind speed data and thus it can be an alternative wind speed distribution for the assessment of wind energy potential. Therefore, suitability of the Odd-Burr Rayleigh distribution is investigated on real wind speed data taken from different regions in the South Africa. Numerical results of the conducted analysis confirm that the new Odd-Burr Rayleigh distribution is suitable for modelling most of the considered real wind speed cases and it also can be used for predicting wind power.