Research

Publication

Liangliang Zhuang, Ancha Xu* and Xiao-Lin Wang*. A prognostic driven predictive maintenance framework based on Bayesian deep learning, Reliability Engineering & System Safety, 234 (2023): 109181. PDF
Liangliang Zhuang, Ancha Xu* and Jihong Pang. Product reliability analysis based on heavily censored interval data with batch effects. Reliability Engineering & System Safety, 212 (2021): 107622. PDF
Liangliang Zhuang and Ancha Xu*. Data analysis of progressive‐stress accelerated life tests with group effects, Quality Technology & Quantitative Management, 20.6 (2023): 763-783. PDF

Liangliang Zhuang, Ancha Xu*, Yijun Wang, and Yincai Tang (2024). “Remaining useful life prediction for two-phase degradation model based on reparameterized inverse Gaussian process”, European Journal of Operational Research, under major revision.
Liangliang Zhuang, Ancha Xu*, and Guanqi Fang (2024). “Multivariate inverse Gaussian process with common effects”, Journal of Quality Technology, under major revision.
Ancha Xu, Guanqi Fang, and Liangliang Zhuang* (2024). “A multivariate Student-t process model for dependent tail-weighted degradation data”, IISE Transactions, under review.
Ancha Xu, Xinming Weng, and Liangliang Zhuang* (2024). “AS-EFL: adaptive sampling-based ensemble federated learning for RUL prediction”, under preparation.
Liangliang Zhuang, and Ancha Xu* (2024). “Planning sequential step-stress accelerated degradation tests considering sensor degradation”, under preparation.

Prognostic driven predictive maintenance framework based on Bayesian deep learning
The 4th International Conference on System Reliability and Safety Engineering (SRSE), 2023. Slides

Research Steps and Techniques
Seminar held by 荷兰心理学联盟 (in Chinese), 2024. Slides, Video
Deep learning with R for beginners
Seminar held by 统计之都 (in Chinese), 2022. Video, Code
Visualization tutorial using R
Summer Seminar (in Chinese), 2021. Video, HTML
R Markdown tutorial for beginners
Self-made online courses (in Chinese), 2021. Video, HTML

China Scholarship Council program (2024.01 - 2025.01)
Best Student Paper Award in the 4th International Conference on System Reliability and Safety Engineering (SRSE) (2022.12).
Second Prize of the 6th National Academic Forum for PhD Students in Statistics (2022.11).
Third prize in the “Obey Cup” Industrial Supply Chain Data Intelligence Innovation Competition (2022.11).
Outstanding Graduate of Zhejiang Province (2021.10)
National Scholarship for Graduate Student (2021.9)
Third Prize in National Graduate Mathematical Modeling Competition (2020, 2019).