Concepedia

Data-driven Equation Of State Modeling

Data-Driven Equation of State Modeling is a computational modeling approach within thermodynamic theory that constructs equations of state directly from empirical or simulated data using statistical and machine learning techniques, distinguishing it from traditional methods reliant on analytical physical assumptions.

51

Publications

3.1K

Citations

185

Authors

103

Institutions

Publications per year

2017–2026

33

Parents

Publications

51

Data-driven science and engineering: machine learning, dynamical systems, and control

Thomas Peters · Contemporary Physics · 2019 · 624 citations

, , +17

<i>EosFit7-GUI</i>: a new graphical user interface for equation of state calculations, analyses and teaching

Javier González‐Platas, Matteo Alvaro, Fabrizio Nestola et al. · Journal of Applied Crystallography · 2016 · 495 citations

, , +15

Data driven governing equations approximation using deep neural networks

Tong Qin, Kailiang Wu, Dongbin Xiu · Journal of Computational Physics · 2019 · 286 citations · Full text

, , +16

Data-driven and physics-informed deep learning operators for solution of heat conduction equation with parametric heat source

Seid Korić, Diab Abueidda · International Journal of Heat and Mass Transfer · 2022 · 133 citations

, , +16

Developing a predictive group-contribution-based SAFT-VR equation of state

Yun Peng, Kimberly D. Goff, M. Carolina dos Ramos et al. · Fluid Phase Equilibria · 2008 · 113 citations

, , +6

1–5 of 51

Authors

185

  1. JV
    Jadran Vrabec

    Paderborn University, Germany

    2 publications · 66 citations

    2

    h-index

  2. RS
    Roland Span

    Ruhr University Bochum, Germany

    2 publications · 66 citations

    2

    h-index

  3. GR
    Gábor Rutkai

    Paderborn University, Germany

    2 publications · 66 citations

    2

    h-index

  4. SL
    Steven L. Brunton

    University of Washington, United States

    2 publications · 96 citations

    2

    h-index

  5. MT
    Monika Thol

    Ruhr University Bochum, Germany

    2 publications · 66 citations

    2

    h-index

1–5 of 185

Institutions

103

  1. Paderborn University

    Paderborn, Germany

    3 h-index

    6 publications

    187 citations

  2. University of Washington

    Seattle, United States

    2 h-index

    2 publications

    96 citations

  3. North Carolina State University

    Raleigh, United States

    2 h-index

    4 publications

    264 citations

  4. Northeastern University

    Shenyang, China

    2 h-index

    5 publications

    193 citations

  5. Purdue University West Lafayette

    West Lafayette, United States

    2 h-index

    2 publications

    62 citations

  6. Centre National de la Recherche Scientifique

    Paris, France

    2 h-index

    6 publications

    154 citations

  7. Ruhr University Bochum

    Bochum, Germany

    2 h-index

    5 publications

    168 citations

  8. University of Padua

    Padua, Italy

    2 h-index

    4 publications

    1K citations

1–8 of 103

Venues

  1. Fluid Phase Equilibria

    6 publications · 223 citations

    6

    h-index

  2. Applied Energy

    3 publications · 215 citations

    3

    h-index

  3. Chemical Engineering Science

    3 publications · 69 citations

    3

    h-index

  4. The Journal of Chemical Physics

    2 publications · 57 citations

    2

    h-index

  5. Theoretical and Computational Fluid Dynamics

    2 publications · 119 citations

    2

    h-index

1–5