Pengfei Wei

About Pengfei Wei

Pengfei Wei, With an exceptional h-index of 23 and a recent h-index of 21 (since 2020), a distinguished researcher at Northwestern Polytechnical University, specializes in the field of Uncertainty quantification and Its Applications in Engineering.

His recent articles reflect a diverse array of research interests and contributions to the field:

Parallelization of adaptive Bayesian cubature using multimodal optimization algorithms

Structural reliability analysis with extremely small failure probabilities: A quasi-Bayesian active learning method

A sequential sampling-based Bayesian numerical method for reliability-based design optimization

Partially Bayesian active learning cubature for structural reliability analysis with extremely small failure probabilities

A probabilistic simulation method for sensitivity analysis of input epistemic uncertainties on failure probability

Constrained Bayesian optimization algorithms for estimating design points in structural reliability analysis

Collaborative and Adaptive Bayesian Optimization for bounding variances and probabilities under hybrid uncertainties

Regression Models for Machine Learning

Pengfei Wei Information

University

Position

; Leibniz University of Hannover

Citations(all)

1973

Citations(since 2020)

1608

Cited By

917

hIndex(all)

23

hIndex(since 2020)

21

i10Index(all)

43

i10Index(since 2020)

41

Email

University Profile Page

Google Scholar

Pengfei Wei Skills & Research Interests

Uncertainty quantification and Its Applications in Engineering

Top articles of Pengfei Wei

Parallelization of adaptive Bayesian cubature using multimodal optimization algorithms

Engineering Computations

2024/4/5

Pengfei Wei
Pengfei Wei

H-Index: 14

Michael Beer
Michael Beer

H-Index: 27

Structural reliability analysis with extremely small failure probabilities: A quasi-Bayesian active learning method

Probabilistic Engineering Mechanics

2024/4/1

A sequential sampling-based Bayesian numerical method for reliability-based design optimization

Reliability Engineering & System Safety

2024/4/1

Pengfei Wei
Pengfei Wei

H-Index: 14

Michael Beer
Michael Beer

H-Index: 27

Partially Bayesian active learning cubature for structural reliability analysis with extremely small failure probabilities

Computer Methods in Applied Mechanics and Engineering

2024/3/15

A probabilistic simulation method for sensitivity analysis of input epistemic uncertainties on failure probability

Structural and Multidisciplinary Optimization

2024/1

Constrained Bayesian optimization algorithms for estimating design points in structural reliability analysis

Reliability Engineering & System Safety

2024/1/1

Collaborative and Adaptive Bayesian Optimization for bounding variances and probabilities under hybrid uncertainties

Computer Methods in Applied Mechanics and Engineering

2023/12/1

Regression Models for Machine Learning

2023/10/4

Pengfei Wei
Pengfei Wei

H-Index: 14

Michael Beer
Michael Beer

H-Index: 27

Structural reliability analysis by line sampling: A Bayesian active learning treatment

Structural Safety

2023/9/1

Combining Bayesian active learning and conditional Gaussian process simulation for propagating mixed uncertainties through expensive computer simulators

Aerospace Science and Technology

2023/8/1

Pengfei Wei
Pengfei Wei

H-Index: 14

Zongyi Guo
Zongyi Guo

H-Index: 8

Combining data and physical models for probabilistic analysis: A Bayesian Augmented Space Learning perspective

Probabilistic Engineering Mechanics

2023/7/1

Estimation of small failure probabilities by partially Bayesian active learning line sampling: Theory and algorithm

Computer Methods in Applied Mechanics and Engineering

2023/7/1

A new reliability method combining adaptive Kriging and active variance reduction using multiple importance sampling

Structural and Multidisciplinary Optimization

2023/6

A new acquisition function combined with subset simulation for active learning of small and time-dependent failure probability

Structural and Multidisciplinary Optimization

2023/4

Pengfei Wei
Pengfei Wei

H-Index: 14

An expected integrated error reduction function for accelerating Bayesian active learning of failure probability

Reliability Engineering & System Safety

2023/3/1

Pengfei Wei
Pengfei Wei

H-Index: 14

Yu Zheng
Yu Zheng

H-Index: 5

A feature mapping strategy of metamodelling for nonlinear stochastic dynamical systems with low to high-dimensional input uncertainties

Mechanical Systems and Signal Processing

2023/2/1

Structural reliability analysis: A Bayesian perspective

Structural Safety

2022/11/1

Bayesian probabilistic propagation of hybrid uncertainties: Estimation of response expectation function, its variable importance and bounds

Computers & Structures

2022/10/1

Parallel adaptive Bayesian quadrature for rare event estimation

Reliability Engineering & System Safety

2022/9/1

Interval uncertainty propagation by a parallel Bayesian global optimization method

Applied Mathematical Modelling

2022/8/1

See List of Professors in Pengfei Wei University(Northwestern Polytechnical University)

Co-Authors

academic-engine