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Failure Statistics Analysis Based on Bayesian Theory: A Study of FPSO Internal Turret Leakage 被引量:1

Failure Statistics Analysis Based on Bayesian Theory: A Study of FPSO Internal Turret Leakage
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摘要 The load and corrosion caused by the harsh marine environment lead to the severe degradation of offshore equipment and to their compromised security and reliability. In the quantitative risk analysis, the failure models are difficult to establish through traditional statistical methods. Hence, the calculation of the occurrence probability of small sample events is often met with great uncertainty. In this study, the Bayesian statistical method is implemented to analyze the oil and gas leakages of FPSO internal turret, which is a typical small sample risk but could lead to severe losses.According to the corresponding failure mechanism, two Bayesian statistical models using the Weibull distribution and logarithmic normal distribution as the population distribution are established, and the posterior distribution of the corresponding parameters is calculated. The optimal Bayesian statistical model is determined according to the Bayesian information criterion and Akaike criterion. On the basis of the determined optimal model, the corresponding reliability index is solved to provide basic data for the subsequent risk assessments of FPSO systems. The load and corrosion caused by the harsh marine environment lead to the severe degradation of offshore equipment and to their compromised security and reliability. In the quantitative risk analysis, the failure models are difficult to establish through traditional statistical methods. Hence, the calculation of the occurrence probability of small sample events is often met with great uncertainty. In this study, the Bayesian statistical method is implemented to analyze the oil and gas leakages of FPSO internal turret, which is a typical small sample risk but could lead to severe losses.According to the corresponding failure mechanism, two Bayesian statistical models using the Weibull distribution and logarithmic normal distribution as the population distribution are established, and the posterior distribution of the corresponding parameters is calculated. The optimal Bayesian statistical model is determined according to the Bayesian information criterion and Akaike criterion. On the basis of the determined optimal model, the corresponding reliability index is solved to provide basic data for the subsequent risk assessments of FPSO systems.
出处 《China Ocean Engineering》 SCIE EI CSCD 2019年第1期14-25,共12页 中国海洋工程(英文版)
基金 financially supported by the National International Science and Technology Cooperation Specific Project the Development of Risk Assessment Software for Floating Offshore Wind Turbine(Grant No.2013DFE73060) the Development of Failure Database and Risk Assessment System for FPSO(Grant No.G014614002)
关键词 risk ANALYSIS Bayesian theory FPSO INTERNAL TURRET system MARKOV chain MONTE Carlo risk analysis Bayesian theory FPSO internal turret system Markov chain Monte Carlo
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