개선된 피어슨 시스템을 이용한 신뢰성기반 최적설계

Reliability-based design optimization using enhanced Pearson system
  • Kim, T.K.
  • Lee, Tae Hee
Citations

SCOPUS

2

초록

Since conventional optimization that is classified as a deterministic method does not consider the uncertainty involved in a modeling or manufacturing process, an optimum design is often determined to be on the boundaries of the feasible region of constraints. Reliability-based design optimization is a method for obtaining a solution by minimizing the objective function while satisfying the reliability constraints. This method includes an optimization process and a reliability analysis that fecilitates the quantization of the uncertainties related to design variables. Moment-based reliability analysis is a method for calculating the reliability of a system on the basis of statistical moments. In general, on the basis of these statistical moments, the Pearson system estimates seven types of distributions and determines the reliability of the system. However, it is technically difficult to practically consider the Pearson Type IV distributioa In this study, we propose an enhanced Pearson Type IV distribution based on a kriging model and validate the accuracy of the enhanced Pearson Type IV distribution by comparing it with a Monte Carlo simulation. Finally, reliability-based design optimization is performed for a system with type IV distribution by using the proposed method.

키워드

신뢰성기반 최적설계, 신뢰성해석, 크리깅모델, 피어슨 시스템, 피어슨 타입 IV 분포, Kriging modelPearson systemPearson type IV distributionRBDOReliability analysisConventional optimizationDesign variablesDeterministic methodsFeasible regionsKriging modelManufacturing processMonte Carlo SimulationObjective functionsOptimization processOptimum designsPearson systemPearson type IV distributionRBDOReliability constraintsReliability-based design optimizationStatistical momentsComputer simulationImage segmentationInterpolationMachine designMonte Carlo methodsOptimizationQuality assuranceUncertainty analysisReliability analysis
제목
개선된 피어슨 시스템을 이용한 신뢰성기반 최적설계
제목 (타언어)
Reliability-based design optimization using enhanced Pearson system
저자
Kim, T.K.Lee, Tae Hee
DOI
10.3795/KSME-A.2011.35.2.125
발행일
2011-02
유형
Article
저널명
대한기계학회논문집 A
35
2
페이지
125 ~ 130