AMFGP: An active learning reliability analysis method based on multi-fidelity Gaussian process surrogate model.
Ning LuYan-Feng LiJinhua MiHong-Zhong HuangPublished in: Reliab. Eng. Syst. Saf. (2024)
Keyphrases
- reliability analysis
- probabilistic model
- active learning
- bayesian framework
- similarity measure
- fully bayesian
- prior information
- gaussian process
- dynamical model
- prior knowledge
- parameter estimation
- optimization model
- em algorithm
- energy function
- optimization process
- parameter space
- training set
- hyperparameters
- error rate
- closed form
- data mining
- maximum likelihood
- denoising
- supervised learning
- clustering algorithm
- machine learning