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Fast Mixture Distribution Optimization for Rain-Flow Matrix of a Steel Arch Bridge by REBMIX Algorithm
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作者 Yuliang He Weihong Lou +1 位作者 Da Hang Youhua Su 《Structural Durability & Health Monitoring》 2025年第4期887-902,共16页
The computational accuracy and efficiency of modeling the stress spectrum derived from bridge monitoring data significantly influence the fatigue life assessment of steel bridges.Therefore,determining the optimal stre... The computational accuracy and efficiency of modeling the stress spectrum derived from bridge monitoring data significantly influence the fatigue life assessment of steel bridges.Therefore,determining the optimal stress spectrum model is crucial for further fatigue reliability analysis.This study investigates the performance of the REBMIX algorithm in modeling both univariate(stress range)and multivariate(stress range and mean stress)distributions of the rain-flowmatrix for a steel arch bridge,usingAkaike’s Information Criterion(AIC)as a performance metric.Four types of finitemixture distributions—Normal,Lognormal,Weibull,and Gamma—are employed tomodel the stress range.Additionally,mixed distributions,including Normal-Normal,Lognormal-Normal,Weibull-Normal,and Gamma-Normal,are utilized to model the joint distribution of stress range and mean stress.The REBMIX algorithm estimates the number of components,component weights,and component parameters for each candidate finite mixture distribution.The results demonstrate that the REBMIX algorithm-based mixture parameter estimation approach effectively identifies the optimal distribution based on AIC values.Furthermore,the algorithm exhibits superior computational efficiency compared to traditional methods,making it highly suitable for practical applications. 展开更多
关键词 Steel bridge stress spectrum finite mixture distribution REBMIX algorithm Akaike’s information criterion
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EXPLICIT EXPRESSIONS FOR SOME DISTRIBUTIONS RELATED TO RUIN PROBLEMS
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作者 党兰芬 杨丽明 《Acta Mathematica Scientia》 SCIE CSCD 2003年第1期53-60,共8页
The classical risk process that is perturbed by diffusion is studied. The explicit expressions for the ruin probability and the surplus distribution of the risk process at the time of ruin are obtained when the claim ... The classical risk process that is perturbed by diffusion is studied. The explicit expressions for the ruin probability and the surplus distribution of the risk process at the time of ruin are obtained when the claim amount distribution is a finite mixture of exponential distributions or a Gamma (2, α) distribution. 展开更多
关键词 Ruin probability surplus distribution at the time of ruin finite mixture of exponential distributions Gamma distribution
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Modeling diameter distribution of the broadleaved-Korean pine mixed forest on Changbai Mountains of China 被引量:4
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作者 WANG Shunzhong DAI Limin +3 位作者 LIU Guohua YUAN Jianqiong ZHANG Hengmin WANG Qingi 《Science China(Technological Sciences)》 SCIE EI CAS 2006年第z1期177-188,共12页
The broadleaved-Korean pine mixed forest is a native vegetation in the Changbai Mountains,northeast China.The probability density functions including the normal,negative exponential,Weibull and finite mixture distribu... The broadleaved-Korean pine mixed forest is a native vegetation in the Changbai Mountains,northeast China.The probability density functions including the normal,negative exponential,Weibull and finite mixture distribution,were used to describe the diameter distributions of the species groups and entire forest stand.There is a strong correlation between parameters and mean DBH except the shape parameters in the mixture distribution.The diameter classes of species and entire forest stand showed not negative exponential but normal and"S"distribution.The mixture function was better than normal and Weibull to describe the model distribution.The location parameter had an effect on the estimated frequency in the first diameter class,when the estimated location parameter was bigger than the lower limit of the first diameter class. 展开更多
关键词 broadleaved-Korean pine mixed forest diameter distribution finite mixture distribution.
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