Concepedia

Physics-based Prognostics

Physics-Based Prognostics is a predictive maintenance methodology that employs fundamental physical laws and engineering principles to model degradation processes and estimate the remaining useful life of a system or component.

93

Publications

7K

Citations

275

Authors

135

Institutions

Publications per year

2017–2026

51

Parents

Publications

93

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

The use of Digital Twin for predictive maintenance in manufacturing

P. Aivaliotis, Konstantinos Georgoulias, George Chryssolouris · International Journal of Computer Integrated Manufacturing · 2019 · 418 citations · Full text

, , +17

Fusing physics-based and deep learning models for prognostics

Manuel Arias Chao, Chetan S. Kulkarni, Kai Goebel et al. · Repository for Publications and Research Data (ETH Zurich) · 2022 · 349 citations · Full text

, , +17

Particle filter-based prognostics: Review, discussion and perspectives

Marine Jouin, Rafael Gouriveau, Daniel Hissel et al. · Mechanical Systems and Signal Processing · 2015 · 337 citations

, , +7

Physics-informed machine learning for reliability and systems safety applications: State of the art and challenges

Yanwen Xu, Sara Kohtz, Jessica Boakye et al. · Reliability Engineering & System Safety · 2022 · 327 citations

, , +14

1–5 of 93

Authors

275

  1. KG
    Kai Goebel

    Ames Research Center, United States

    11 publications · 1K citations

    11

    h-index

  2. MP
    Michael Pecht

    University of Maryland, College Park, United States

    9 publications · 838 citations

    9

    h-index

  3. MD
    Matthew Daigle

    Ames Research Center, United States

    9 publications · 619 citations

    9

    h-index

  4. IJ
    Ian Jennions

    Cranfield University, United Kingdom

    5 publications · 190 citations

    5

    h-index

  5. EZ
    Enrico Zio

    Politecnico di Milano, Italy

    5 publications · 333 citations

    5

    h-index

1–5 of 275

Institutions

135

  1. Ames Research Center

    Mountain View, United States

    13 h-index

    25 publications

    1.8K citations

  2. University of Maryland, College Park

    College Park, United States

    9 h-index

    23 publications

    1.8K citations

  3. Politecnico di Milano

    Milan, Italy

    7 h-index

    16 publications

    955 citations

  4. Centre National de la Recherche Scientifique

    Paris, France

    6 h-index

    15 publications

    2.6K citations

  5. Life Cycle Engineering (United States)

    Charleston, United States

    6 h-index

    15 publications

    1.3K citations

  6. University of California, Santa Cruz

    Santa Cruz, United States

    5 h-index

    5 publications

    250 citations

  7. Stinger Ghaffarian Technologies (United States)

    Greenbelt, United States

    5 h-index

    6 publications

    173 citations

  8. Beihang University

    Beijing, China

    4 h-index

    15 publications

    427 citations

1–8 of 135

Venues

  1. Reliability Engineering & System Safety

    13 publications · 1.4K citations

    13

    h-index

  2. Mechanical Systems and Signal Processing

    MSSP · 6 publications · 731 citations

    6

    h-index

  3. Microelectronics Reliability

    3 publications · 170 citations

    3

    h-index

  4. International Journal of Prognostics and Health Management

    IJPHM · 3 publications · 199 citations

    3

    h-index

  5. Annual Conference of the PHM Society

    Conference · 3 publications · 52 citations

    3

    h-index

1–5