Concepedia

Data-driven Deterioration Prediction

Data-Driven Deterioration Prediction is a computational framework that distinguishes itself from conventional deterioration modeling approaches by leveraging empirical data and statistical learning techniques to infer degradation patterns and forecast asset condition states without relying primarily on mechanistic or rule-based assumptions.

125

Publications

5.5K

Citations

443

Authors

182

Institutions

Publications per year

2017–2026

84

Parents

Publications

125

Gated recurrent unit based recurrent neural network for remaining useful life prediction of nonlinear deterioration process

Jinglong Chen, Hongjie Jing, Yuanhong Chang et al. · Reliability Engineering & System Safety · 2019 · 483 citations

, , +15

Data Analytics in Asset Management: Cost-Effective Prediction of the Pavement Condition Index

S. Madeh Piryonesi, Tamer E. El-Diraby · Journal of Infrastructure Systems · 2019 · 289 citations

, , +16

Deep learning models for predictive maintenance: a survey, comparison, challenges and prospects

Oscar Serradilla, Ekhi Zugasti, Jon Rodriguez et al. · Applied Intelligence · 2022 · 268 citations

, , +14

Variational encoding approach for interpretable assessment of remaining useful life estimation

Nahuel Costa, Luciano Sánchez · Reliability Engineering & System Safety · 2022 · 160 citations · Full text

, , +17

Forecasting Variations and Trends in Water-Main Breaks

Yehuda Kleiner, Balvant Rajani · Journal of Infrastructure Systems · 2002 · 155 citations · Full text

, , +11

1–5 of 125

Authors

443

  1. KL
    Kaijian Liu

    Stevens Institute of Technology, United States

    3 publications · 79 citations

    3

    h-index

  2. SS
    Sujeeva Setunge

    RMIT University, Australia

    3 publications · 56 citations

    3

    h-index

  3. YL
    Yew‐Chaye Loo

    Griffith University, Australia

    3 publications · 108 citations

    3

    h-index

  4. MB
    Michael Blumenstein

    Griffith University, Australia

    3 publications · 108 citations

    3

    h-index

  5. HG
    Hong Guan

    Griffith University, Australia

    3 publications · 108 citations

    3

    h-index

1–5 of 443

Institutions

182

  1. Huazhong University of Science and Technology

    Wuhan, China

    5 h-index

    12 publications

    239 citations

  2. Xi'an Jiaotong University

    Xi'an, China

    4 h-index

    7 publications

    2K citations

  3. Tongji University

    Shanghai, China

    3 h-index

    6 publications

    297 citations

  4. Southeast University

    Nanjing, China

    3 h-index

    12 publications

    347 citations

  5. Stevens Institute of Technology

    Hoboken, United States

    3 h-index

    4 publications

    104 citations

  6. Griffith University

    Brisbane, Australia

    3 h-index

    12 publications

    470 citations

  7. Northwestern Polytechnical University

    Xi'an, China

    3 h-index

    8 publications

    333 citations

  8. Centre National de la Recherche Scientifique

    Paris, France

    3 h-index

    7 publications

    185 citations

1–8 of 182

Venues

  1. Reliability Engineering & System Safety

    12 publications · 1.1K citations

    12

    h-index

  2. 6

    h-index

  3. Journal of Infrastructure Systems

    6 publications · 649 citations

    6

    h-index

  4. Structure and Infrastructure Engineering

    5 publications · 159 citations

    5

    h-index

  5. Mechanical Systems and Signal Processing

    MSSP · 3 publications · 117 citations

    3

    h-index

1–5