Concepedia

Data-driven Prognostics

Data-Driven Prognostics is a predictive methodology within prognostics and health management that fundamentally relies on empirical data and statistical or machine learning models, rather than physics-based models, to estimate the remaining useful life of systems or components.

273

Publications

17.9K

Citations

881

Authors

394

Institutions

Publications per year

2017–2026

174

Parents

Publications

273

Data fusion and machine learning for industrial prognosis: Trends and perspectives towards Industry 4.0

Alberto Diez-Olivan, Javier Del Ser, Diego Galar et al. · Information Fusion · 2018 · 617 citations

, , +17

Using Deep Learning-Based Approach to Predict Remaining Useful Life of Rotating Components

Jason Deutsch, David He · IEEE Transactions on Systems Man and Cybernetics Systems · 2017 · 472 citations · Full text

, , +16

A Bidirectional LSTM Prognostics Method Under Multiple Operational Conditions

Cheng‐Geng Huang, Hong‐Zhong Huang, Yan‐Feng Li · IEEE Transactions on Industrial Electronics · 2019 · 462 citations

, , +17

Practical options for selecting data-driven or physics-based prognostics algorithms with reviews

Dawn An, Nam Ho Kim, Joo-Ho Choi · Reliability Engineering & System Safety · 2014 · 439 citations

, , +12

Ensemble of data-driven prognostic algorithms for robust prediction of remaining useful life

Chao Hu, Byeng D. Youn, Pingfeng Wang · Reliability Engineering & System Safety · 2012 · 354 citations

, , +14

1–5 of 273

Authors

881

  1. NZ
    Noureddine Zerhouni

    Franche-Comté Électronique Mécanique Thermique et Optique - Sciences et Technologies, France

    15 publications · 1.3K citations

    14

    h-index

  2. RG
    Rafael Gouriveau

    Franche-Comté Électronique Mécanique Thermique et Optique - Sciences et Technologies, France

    10 publications · 986 citations

    10

    h-index

  3. KJ
    Kamran Javed

    Franche-Comté Électronique Mécanique Thermique et Optique - Sciences et Technologies, France

    7 publications · 831 citations

    7

    h-index

  4. KG
    Kai Goebel

    Ames Research Center, United States

    7 publications · 1K citations

    7

    h-index

  5. PW
    Pingfeng Wang

    Wichita State University, United States

    6 publications · 659 citations

    6

    h-index

1–5 of 881

Institutions

394

  1. Centre National de la Recherche Scientifique

    Paris, France

    21 h-index

    59 publications

    7K citations

  2. Franche-Comté Électronique Mécanique Thermique et Optique - Sciences et Technologies

    Besançon, France

    20 h-index

    62 publications

    6.8K citations

  3. University of Maryland, College Park

    College Park, United States

    13 h-index

    23 publications

    1.4K citations

  4. Ames Research Center

    Mountain View, United States

    12 h-index

    17 publications

    1.6K citations

  5. École Nationale Supérieure de Mécanique et des Microtechniques

    Besançon, France

    11 h-index

    26 publications

    2.8K citations

  6. Xi'an Jiaotong University

    Xi'an, China

    7 h-index

    15 publications

    825 citations

  7. Delft University of Technology

    Delft, The Netherlands

    7 h-index

    14 publications

    614 citations

  8. Aix-Marseille Université

    Marseille, France

    6 h-index

    11 publications

    907 citations

1–8 of 394

Venues

  1. Reliability Engineering & System Safety

    17 publications · 1.8K citations

    15

    h-index

  2. Mechanical Systems and Signal Processing

    MSSP · 8 publications · 709 citations

    8

    h-index

  3. IEEE Access

    8 publications · 158 citations

    8

    h-index

  4. International Journal of Prognostics and Health Management

    IJPHM · 6 publications · 258 citations

    7

    h-index

  5. IEEE Transactions on Industrial Electronics

    7 publications · 1.4K citations

    7

    h-index

1–5