Publications

Working papers

  • Ancha Xu, Xinming Weng, and Liangliang Zhuang* (2024+). “Strategic integration of adaptive sampling and ensemble techniques in federated learning for aircraft engine remaining useful life prediction”, Applied Soft Computing, under review.

  • Liangliang Zhuang, and Ancha Xu* (2024+). “Online estimation and remaining useful life prediction considering sensor degradation using inverse Gaussian process”, under preparation.

  • Liangliang Zhuang, Guanqi Fang, and Ancha Xu* (2024+). “Reliability analysis and degradation modeling using two-scale reparameterized inverse Gaussian processes”, under preparation.

* Corresponding author

Acadamic Talks

  • Stochastic Modeling for Two-Stage and Multivariate Degradation Process
    reported by Prof. Tang, produced by Liangliang. [Slides]

    • The 6th International Conference on System Reliability and Safety Engineering (Keynote Speech), 2024.10.

  • Reparameterized Inverse Gaussian Process and Its Applications
    reported by Prof. Xu, produced by Liangliang. [Slides]

    • 北京理工大学数学与统计学院, 2024.08.

  • A Multivariate Student-t Process Model for Dependent Tail-Weighted Degradation Data
    reported by Prof. Xu, produced by Liangliang. [Slides]

    • 中国运筹学会可靠性分会学术年会, 2024.04.

  • Remaining Useful Life Prediction for Two-Phase Degradation Model Based on Reparameterized Inverse Gaussian Process
    reported by Prof. Xu, produced by Liangliang. [Slides]

    • 天津大学管理与经济学部, 2024.03.
    • 北京理工大学管理与经济学院, 2024.03.
    • 苏州大学数学科学学院, 2023.11.
    • 中国运筹学会可靠性分会年会(优秀论文), 2023.12. (reported by Liangliang)

  • Prognostic Driven Predictive Maintenance Framework Based on Bayesian Deep Learning
    reported by Liangliang. [Slides]

    • 中国现场统计研究会可靠性分会学术年会, 2023.06.
    • The 4th International Conference on System Reliability and Safety Engineering (Best Student Paper Award), 2022.12.
    • 第六届全国统计学博士研究生学术论坛(二等奖), 2022.11

Other Talks

  • 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, Slides I, II

Honors & Awards

  • National Scholarship for PhD Students (2024.11)

  • China Scholarship Council program (2024.01 - 2025.01)

  • Best Paper at the 2023 Annual Conference of the Reliability Sub-Society of the Operations Research Society of China (2023.12)

  • 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 Postgraduate Students (2021.09)

  • Third Prize in National Graduate Mathematical Modeling Competition (2020, 2019)

Books