Title
An active learning reliability method combining Kriging constructed with exploration and exploitation of failure region and subset simulation
Abstract
•A new reliability method combining Kriging and subset simulation is proposed.•Kriging is constructed based on exploration and exploitation of failure region.•Error measure functions are defined to quantify Kriging metamodel error.•The proposed method can handle problems with small failure probabilities.•Results of seven examples verify the accuracy and efficiency of proposed method.
Year
DOI
Venue
2019
10.1016/j.ress.2019.03.002
Reliability Engineering & System Safety
Keywords
Field
DocType
Subset simulation,Kriging metamodel,Exploration and exploitation,Error measure function
Kriging,Data mining,Active learning,Nonlinear system,Engineering,Metamodeling,Subset simulation,Reliability engineering
Journal
Volume
ISSN
Citations 
188
0951-8320
3
PageRank 
References 
Authors
0.38
0
3
Name
Order
Citations
PageRank
Jinhao Zhang130.72
Mi Xiao2184.75
Liang Gao31493128.41