Pipes conveying fluid;
Convex model;
Dynamic reliability;
Active learning Kriging model;
Variance-based global sensitivity analysis;
D O I:
10.1108/EC-06-2020-0299
中图分类号:
TP39 [计算机的应用];
学科分类号:
081203 ;
0835 ;
摘要:
Purpose This paper aims to solve the problem that pipes conveying fluid are faced with severe reliability failures under the complicated working environment. Design/methodology/approach This paper proposes a dynamic reliability and variance-based global sensitivity analysis (GSA) strategy with non-probabilistic convex model for pipes conveying fluid based on the first passage principle failure mechanism. To illustrate the influence of input uncertainty on output uncertainty of non-probability, the main index and the total index of variance-based GSA analysis are used. Furthermore, considering the efficiency of traditional simulation method, an active learning Kriging surrogate model is introduced to estimate the dynamic reliability and GSA indices of the structure system under random vibration. Findings The variance-based GSA analysis can measure the effect of input variables of convex model on the dynamic reliability, which provides useful reference and guidance for the design and optimization of pipes conveying fluid. For designers, the rankings and values of main and total indices have essential guiding role in engineering practice. Originality/value The effectiveness of the proposed method to calculate the dynamic reliability and sensitivity of pipes conveying fluid while ensuring the calculation accuracy and efficiency in the meantime.
机构:
S African Nucl Energy Corp Necsa, Div Res & Dev, ZA-0001 Pretoria, South AfricaS African Nucl Energy Corp Necsa, Div Res & Dev, ZA-0001 Pretoria, South Africa
机构:
North Carolina State Univ, Dept Math, Raleigh, NC 27607 USANorth Carolina State Univ, Dept Math, Raleigh, NC 27607 USA
Darges, John E.
Alexanderian, Alen
论文数: 0引用数: 0
h-index: 0
机构:
North Carolina State Univ, Dept Math, Raleigh, NC 27607 USANorth Carolina State Univ, Dept Math, Raleigh, NC 27607 USA
Alexanderian, Alen
Gremaud, Pierre A.
论文数: 0引用数: 0
h-index: 0
机构:
North Carolina State Univ, Dept Math, Raleigh, NC 27607 USA
North Carolina State Univ, Grad Sch, Raleigh, NC USANorth Carolina State Univ, Dept Math, Raleigh, NC 27607 USA