• 제목/요약/키워드: Generalized Logistic Distribution

검색결과 56건 처리시간 0.024초

LH-모멘트의 적정 차수 결정에 의한 설계홍수량 추정 ( I ) (Estimation of Design Flood by the Determination of Best Fitting Order of LH-Moments ( I ))

  • 맹승진;이순혁
    • 한국농공학회지
    • /
    • 제44권6호
    • /
    • pp.49-60
    • /
    • 2002
  • This study was conducted to estimate the design flood by the determination of best fitting order of LH-moments of the annual maximum series at six and nine watersheds in Korea and Australia, respectively. Adequacy for flood flow data was confirmed by the tests of independence, homogeneity, and outliers. Gumbel (GUM), Generalized Extreme Value (GEV), Generalized Pareto (GPA), and Generalized Logistic (GLO) distributions were applied to get the best fitting frequency distribution for flood flow data. Theoretical bases of L, L1, L2, L3 and L4-moments were derived to estimate the parameters of 4 distributions. L, L1, L2, L3 and L4-moment ratio diagrams (LH-moments ratio diagram) were developed in this study. GEV distribution for the flood flow data of the applied watersheds was confirmed as the best one among others by the LH-moments ratio diagram and Kolmogorov-Smirnov test. Best fitting order of LH-moments will be derived by the confidence analysis of estimated design flood in the second report of this study.

확률분포에 의한 지속기간 및 빈도별 가뭄우량 추정 (Estimation of Drought Rainfall According to Consecutive Duration and Return Period Using Probability Distribution)

  • 이순혁;맹승진;류경식
    • 한국수자원학회:학술대회논문집
    • /
    • 한국수자원학회 2004년도 학술발표회
    • /
    • pp.1103-1106
    • /
    • 2004
  • The objective of this study is to induce the design drought rainfall by the methodology of L-moment including testing homogeneity, independence and outlier of the data of annual minimum monthly rainfall in 57 rainfall stations in Korea in terms of consecutive duration for 1, 2, 4, 6, 9 and 12 months. To select appropriate distribution of the data for annual minimum monthy rainfall by rainfall station, the distribution of generalized extreme value (GEV), generalized logistic (GLO) as well as that of generalized pareto (GPA) are applied and the appropriateness of the applied GEV, GLO, and GPA distribution is judged by L-moment ratio diagram and Kolmogorov-Smirnov (K-S) test. As for the annual minimum monthly rainfall measured by rainfall station and that stimulated by Monte Carlo techniques, the parameters of the appropriately selected GEV and GPA distributions are calculated by the methodology of L-moment and the design drought rainfall is induced. Through the comparative analysis of design drought rainfall induced by GEV and GPA distribution by rainfall station, the optimal design drought rainfall by rainfall station is provided.

  • PDF

우도에 기반한 임의효과에 대한 추론과 로지스틱 회귀모형에서의 응용 (Likelihood-Based Inference of Random Effects and Application in Logistic Regression)

  • 김광수
    • 응용통계연구
    • /
    • 제28권2호
    • /
    • pp.269-279
    • /
    • 2015
  • 본 논문에서는 임의효과에 대한 추론 문제가 다루어졌으며 이 추론에서 신뢰분포를 사용하는 것이 제안되었다. 신뢰분포를 이용한 방법은 표본의 크기가 작아도 임의절편들이 있는 로지스틱 회귀분석에서 좋은 결과를 보여주었으며, 자료분석을 통해서도 각 개체가 가지는 임의효과들에 대한 세밀한 분석이 가능함을 확인하였다.

LH-모멘트에 의한 극치홍수량의 빈도분석을 위한 적정분포형 유도 (Derivation of Optimal Distribution for the Frequency Analysis of Extreme Flood using LH-Moments)

  • 맹승진;이순혁
    • 한국농공학회:학술대회논문집
    • /
    • 한국농공학회 2002년도 학술발표회 발표논문집
    • /
    • pp.229-232
    • /
    • 2002
  • This study was conducted to estimate the design flood by the determination of best fitting order of LH-moments of the annual maximum series at six and nine watersheds in Korea and Australia, respectively. Adequacy for flood flow data was confirmed by the tests of independence, homogeneity, and outliers. Gumbel (GUM), Generalized Extreme Value (GEV), Generalized Pareto (GPA), and Generalized Logistic (GLO) distributions were applied to get the best fitting frequency distribution for flood flow data. Theoretical bases of L, L1, L2, L3 and L4-moments were derived to estimate the parameters of 4 distributions. L, L1, L2, L3 and L4-moment ratio diagrams (LH-moments ratio diagram) were developed in this study.

  • PDF

관측년수변화를 고려한 설계강우량 산정 (Estimation of Design Rainfall Considering the Change of the Number of Years for Observed Data)

  • 류경식;이순혁;황만하;이상진
    • 한국농공학회:학술대회논문집
    • /
    • 한국농공학회 2005년도 학술발표논문집
    • /
    • pp.284-287
    • /
    • 2005
  • The objective of this study is to check into variation trends of design rainfall according to change of the number of years for observed data. To make comparative study of the relation between design rainfall and recorded year, this study was used maximum rainfall for 24-hr consecutive duration at Gangneung, Seoul, Incheon, Chupungnyeong, Pohang, Daegu, Jeonju, Ulsan, Gwangju, Busan, Mokpo and Yeosu rainfall stations. The tests for Independence, Homogeneity and detection of outliers were used Wald-Wolfowitz's test, Mann-Whitney's test and Grubbs and Beck test respectively. To select appopriate distribution, the distribution of genaralized pareto(GPA), generalized extreme value(GEV), generalized logistic(GLO), lognormal and pearson type 3 distribution is judged by L-moment ratio diagram and Kolmogorov-Smirnov (K-S) test. Design rainfall was estimated by at-site frequency analysis using L-moments and Generalized extreme value(GEV) distribution according to change of the number of years for observed data. Through the comparative analysis for design rainfall induced by L-moments and GEV distribution, relationship between design rainfall and recorded year is provided.

  • PDF

우리나라 강우자료의 무차원 L-moment ratio를 통한 Burr XII 분포의 수문학적 적용성 검토 (Applicability of the Burr XII distribution through dimensionless L-moment ratio of rainfall data in South Korea)

  • 서정호;신홍준;안현준;허준행
    • 한국수자원학회논문집
    • /
    • 제50권3호
    • /
    • pp.211-221
    • /
    • 2017
  • 수문통계분야에서는 극치 사상을 해석하기 위해 generalized extreme value (GEV), generalized logistic (GLO), Gumbel (GUM) 모형과 같은 다양한 극치분포들을 사용하여 왔다. 특히 우리나라 강우 사상의 경우 다양한 극치분포 모형 중 GEV 분포와 Gumbel 분포가 비교적 적합한 것으로 알려져 있지만 하나의 형상매개변수를 가지고 있어 각 분포 모형이 나타낼 수 있는 통계적 특성에 한계를 가지고 있다. 이러한 점에서 두 개의 형상매개변수를 가지고 있어 분포 모형이 나타낼 수 있는 통계적 특성의 범위가 넓은 분포의 적용이 필요하다. 이에 본 연구에서는 두 개의 형상매개변수를 가지고 있어 다양한 통계적 특성을 표현할 수 있는 Burr XII 분포와 우리나라 620개 지점의 강우자료의 무차원 L-moment 비를 이용하여 우리나라 강우자료의 수문학적 적용성을 검토하였다. 이를 위해 Burr XII 분포의 L-moment ratio인 L-skewness와 L-kurtosis를 유도하고 그 관계식을 이용하여 L-moment diagram을 작성하고 620개 지점이 해당 영역에 포함되는 정도를 검토하여 그 적용성을 살펴보았다. 그 결과 L-skewness가 L-kurtosis보다 상대적으로 큰 한강 유역에 해당하는 지점들에 대한 Burr XII 분포의 적용성이 우수한 것으로 나타났으며, 이는 일반적으로 많이 사용되는 GEV 또는 Gumbel 분포를 대체할 수 있는 분포가 될 가능성을 보였다고 할 수 있다.

확률가중모멘트의 차수 변화에 따른 홍수량 변동 특성 분석 (Analysis on Characteristics of Variation in Flood Flow by Changing Order of Probability Weighted Moments)

  • 맹승진;황주하
    • 한국산학기술학회논문지
    • /
    • 제10권5호
    • /
    • pp.1009-1019
    • /
    • 2009
  • 본 연구에서는 우리나라 수위관측소들 중에서 관측 유량이 검증된 총 19개 유역을 선정하고 관측된 홍수량을 사용하여 적정 설계홍수량을 유도함으로써 우리나라의 설계홍수량 특성을 분석하였다. 대상유역별로 관측개시 년도에서부터 분석 시작년을 기준으로 1년씩 증가 시키는 점진적 구성 방식으로 연최대홍수량에 대한 빈도분석을 실시하기 위해, 변동특성을 이동평균법에 의해 분석하였다. 19개 대상유역에 대한 연최대홍수량 계열 구성기간별로 기본통치를 산정하고 독립성, 동질성 및 Outiler 검정을 실시하였다. Gumbel, Generalized Extreme Value, Generalized Logistic 및 Generalized Pareto 분포의 적합도 검정을 LH-모멘트비도와 Kolmogorov-Smirnov 검정에 의해 수행하였다. 적정 확률분포로 선정된 GEV 분포의 매개변수를 확률가중모멘트의 치수 변화에 의한 L, L1, L2, L3 및 L4-모멘트법에 의해 추정하고 대상유역 및 연최대홍수량 계열 구성 기간별 설계홍수량을 유도하였다. 본 연구에서 사용한 변동률 분석에 따라 최근 지구온난화에 따른 우리나라 기후 변화를 고려한 적절한 수리구조물의 설계 조건변경시기는 2002년 전후로 하여야 할 것이다.

Tree Size Distribution Modelling: Moving from Complexity to Finite Mixture

  • Ogana, Friday Nwabueze;Chukwu, Onyekachi;Ajayi, Samuel
    • Journal of Forest and Environmental Science
    • /
    • 제36권1호
    • /
    • pp.7-16
    • /
    • 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.

빈도분석에 의한 저수지 유입량 산정 (Estimation of Reservoir Inflow Using Frequency Analysis)

  • 맹승진;황주하;시강
    • 한국농공학회논문집
    • /
    • 제51권3호
    • /
    • pp.53-62
    • /
    • 2009
  • This study was carried out to select optimal probability distribution based on design accumulated monthly mean inflow from the viewpoint of drought by Gamma (GAM), Generalized extreme value (GEV), Generalized logistic (GLO), Generalized normal (GNO), Generalized pareto (GPA), Gumbel (GUM), Normal (NOR), Pearson type 3 (PT3), Wakeby (WAK) and Kappa (KAP) distributions for the observed accumulative monthly mean inflow of Chungjudam. L-moment ratio was calculated using observed accumulative monthly mean inflow. Parameters of 10 probability distributions were estimated by the method of L-moments with the observed accumulated monthly mean inflow. Design accumulated monthly mean inflows obtained by the method of L-moments using different methods for plotting positions formulas in the 10 probability distributions were compared by relative mean error (RME) and relative absolute error (RAE) respectively. It has shown that the design accumulative monthly mean inflow derived by the method of L-moments using Weibull plotting position formula in WAK and KAP distributions were much closer to those of the observed accumulative monthly mean inflow in comparison with those obtained by the method of L-moment with the different formulas for plotting positions in other distributions from the viewpoint of RME and RAE.

Estimating Suitable Probability Distribution Function for Multimodal Traffic Distribution Function

  • Yoo, Sang-Lok;Jeong, Jae-Yong;Yim, Jeong-Bin
    • 해양환경안전학회지
    • /
    • 제21권3호
    • /
    • pp.253-258
    • /
    • 2015
  • The purpose of this study is to find suitable probability distribution function of complex distribution data like multimodal. Normal distribution is broadly used to assume probability distribution function. However, complex distribution data like multimodal are very hard to be estimated by using normal distribution function only, and there might be errors when other distribution functions including normal distribution function are used. In this study, we experimented to find fit probability distribution function in multimodal area, by using AIS(Automatic Identification System) observation data gathered in Mokpo port for a year of 2013. By using chi-squared statistic, gaussian mixture model(GMM) is the fittest model rather than other distribution functions, such as extreme value, generalized extreme value, logistic, and normal distribution. GMM was found to the fit model regard to multimodal data of maritime traffic flow distribution. Probability density function for collision probability and traffic flow distribution will be calculated much precisely in the future.