Concepedia

Data-driven Flow Regime Identification

Data-Driven Flow Regime Identification is a methodology in fluid dynamics that uses empirical data and machine learning techniques to classify flow regimes without relying on first-principles models or predefined physical assumptions.

16

Publications

737

Citations

45

Authors

23

Institutions

Publications per year

2017–2026

14

Parents

Publications

16

Eddies, Waves, Circulation, and Mixing: Statistical Geofluid Mechanics

Greg Holloway · Annual Review of Fluid Mechanics · 1986 · 138 citations

, , +14

Classification of machine learning frameworks for data-driven thermal fluid models

Chih‐Wei Chang, Nam Dinh · International Journal of Thermal Sciences · 2018 · 99 citations · Full text

, , +13

Sparse Sensing and DMD-Based Identification of Flow Regimes and Bifurcations in Complex Flows

Boris Krämer, Piyush Grover, Petros T. Boufounos et al. · SIAM Journal on Applied Dynamical Systems · 2017 · 90 citations · Full text

, , +17

Special issue on machine learning and data-driven methods in fluid dynamics

Steven L. Brunton, Maziar S. Hemati, Kunihiko Taira · Theoretical and Computational Fluid Dynamics · 2020 · 73 citations · Full text

, , +17

Identification of flow regime in a bubble column reactor with a combination of optical probe data and machine learning technique

Onkar N. Manjrekar, Milorad P. Duduković · Chemical Engineering Science X · 2019 · 68 citations · Full text

, , +17

1–5 of 16

Authors

45

  1. UK
    Umair Khan

    Universiti Teknologi Petronas, Malaysia

    1 publications · 16 citations

    2

    h-index

  2. KE
    Karl Ezra Pilario

    University of the Philippines Diliman, Philippines

    1 publications · 16 citations

    2

    h-index

  3. WP
    William Pao

    Universiti Teknologi Petronas, Malaysia

    1 publications · 16 citations

    2

    h-index

  4. NS
    Nabihah Sallih

    Universiti Teknologi Petronas, Malaysia

    1 publications · 16 citations

    2

    h-index

  5. SZ
    Suqi Zhang

    Chinese Academy of Sciences, China

    1 publications · 26 citations

    1

    h-index

1–5 of 45

Institutions

23

  1. China University of Petroleum, Beijing

    Beijing, China

    2 h-index

    6 publications

    156 citations

  2. Universiti Teknologi Petronas

    Ipoh, Malaysia

    2 h-index

    3 publications

    48 citations

  3. University of the Philippines Diliman

    Quezon City, Philippines

    2 h-index

    1 publications

    16 citations

  4. University of Washington

    Seattle, United States

    1 h-index

    1 publications

    73 citations

  5. Washington University in St. Louis

    St Louis, United States

    1 h-index

    2 publications

    136 citations

  6. Paul Scherrer Institute

    Villigen, Switzerland

    1 h-index

    2 publications

    66 citations

  7. Tsinghua University

    Beijing, China

    1 h-index

    2 publications

    52 citations

  8. University of Minnesota

    Minneapolis, United States

    1 h-index

    1 publications

    73 citations

1–8 of 23

Venues

  1. Annual Review of Fluid Mechanics

    2 publications · 154 citations

    2

    h-index

  2. Engineering Analysis with Boundary Elements

    1 publications · 16 citations

    1

    h-index

  3. International Journal of Multiphase Flow

    1 publications · 33 citations

    1

    h-index

  4. Applied Radiation and Isotopes

    1 publications · 58 citations

    1

    h-index

  5. Measurement

    1 publications · 27 citations

    1

    h-index

1–5