期刊论文

Wang, L

英文

Reliability Engineering & System Safety

0951-8320

2024

244

10.1016/j.ress.2024.109953

National Key Research and Devel-opment Program of China [2021YFB2600900]; Graduate Student Research Innovation Project of Hunan Province (CSUST) , China [CX20200843]; China Scholarship Council

本校为第一且通讯机构

Bayesian active learning methods have emerged for structural reliability analysis, showcasing more attractive features compared to existing active learning methods. The parallel adaptive Bayesian quadrature (PABQ) method, as a representative of them, allows to efficiently assessing small failure probabilities but faces the problem of empirically specifying several important parameters. The unreasonable parameter settings could lead to the inaccurate estimates of failure probability or the non -convergence of active learning. This study proposes a refined PABQ (R-PABQ) method by presenting thre...