ON THE USE OF MACHINE LEARNING TO CLASSIFY LAMINAR SEPARATION BUBBLES

Jared Kerestes; Christopher Marks; Mitch Wolff; John Clark

doi:10.1115/GT2025-153777

ON THE USE OF MACHINE LEARNING TO CLASSIFY LAMINAR SEPARATION BUBBLES

Jared Kerestes, Christopher Marks, Mitch Wolff, John Clark

Mechanical and Materials Engineering

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Original language	English
Title of host publication	Turbomachinery
Subtitle of host publication	Deposition, Erosion, Fouling, and Icing; Design Methods and CFD Modeling for Turbomachinery; Ducts, Noise and Component Interactions
Publisher	American Society of Mechanical Engineers (ASME)
ISBN (Electronic)	9780791888872
DOIs	https://doi.org/10.1115/GT2025-153777
State	Published - 2025
Event	70th ASME Turbo Expo 2025: Turbomachinery Technical Conference and Exposition, GT 2025 - Memphis, United States Duration: Jun 16 2025 → Jun 20 2025

Publication series

Name	Proceedings of the ASME Turbo Expo
Volume	11

Conference

Conference	70th ASME Turbo Expo 2025: Turbomachinery Technical Conference and Exposition, GT 2025
Country/Territory	United States
City	Memphis
Period	6/16/25 → 6/20/25

ASJC Scopus Subject Areas

General Engineering

Keywords

clustering
computational fluid dynamics
laminar separation bubbles
large-eddy simulation
machine learning

Access to Document

10.1115/GT2025-153777

Cite this

Kerestes, J., Marks, C., Wolff, M., & Clark, J. (2025). ON THE USE OF MACHINE LEARNING TO CLASSIFY LAMINAR SEPARATION BUBBLES. In Turbomachinery: Deposition, Erosion, Fouling, and Icing; Design Methods and CFD Modeling for Turbomachinery; Ducts, Noise and Component Interactions Article V011T32A029 (Proceedings of the ASME Turbo Expo; Vol. 11). American Society of Mechanical Engineers (ASME). https://doi.org/10.1115/GT2025-153777

ON THE USE OF MACHINE LEARNING TO CLASSIFY LAMINAR SEPARATION BUBBLES. / Kerestes, Jared; Marks, Christopher; Wolff, Mitch et al.
Turbomachinery: Deposition, Erosion, Fouling, and Icing; Design Methods and CFD Modeling for Turbomachinery; Ducts, Noise and Component Interactions. American Society of Mechanical Engineers (ASME), 2025. V011T32A029 (Proceedings of the ASME Turbo Expo; Vol. 11).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Kerestes, J, Marks, C, Wolff, M & Clark, J 2025, ON THE USE OF MACHINE LEARNING TO CLASSIFY LAMINAR SEPARATION BUBBLES. in Turbomachinery: Deposition, Erosion, Fouling, and Icing; Design Methods and CFD Modeling for Turbomachinery; Ducts, Noise and Component Interactions., V011T32A029, Proceedings of the ASME Turbo Expo, vol. 11, American Society of Mechanical Engineers (ASME), 70th ASME Turbo Expo 2025: Turbomachinery Technical Conference and Exposition, GT 2025, Memphis, United States, 6/16/25. https://doi.org/10.1115/GT2025-153777

Kerestes J, Marks C, Wolff M, Clark J. ON THE USE OF MACHINE LEARNING TO CLASSIFY LAMINAR SEPARATION BUBBLES. In Turbomachinery: Deposition, Erosion, Fouling, and Icing; Design Methods and CFD Modeling for Turbomachinery; Ducts, Noise and Component Interactions. American Society of Mechanical Engineers (ASME). 2025. V011T32A029. (Proceedings of the ASME Turbo Expo). doi: 10.1115/GT2025-153777

Kerestes, Jared ; Marks, Christopher ; Wolff, Mitch et al. / ON THE USE OF MACHINE LEARNING TO CLASSIFY LAMINAR SEPARATION BUBBLES. Turbomachinery: Deposition, Erosion, Fouling, and Icing; Design Methods and CFD Modeling for Turbomachinery; Ducts, Noise and Component Interactions. American Society of Mechanical Engineers (ASME), 2025. (Proceedings of the ASME Turbo Expo).

@inproceedings{d6b7ea7c1fc44f64a3f93d87b888d386,

title = "ON THE USE OF MACHINE LEARNING TO CLASSIFY LAMINAR SEPARATION BUBBLES",

keywords = "clustering, computational fluid dynamics, laminar separation bubbles, large-eddy simulation, machine learning",

author = "Jared Kerestes and Christopher Marks and Mitch Wolff and John Clark",

note = "Publisher Copyright: Copyright {\textcopyright} 2025 by The United States Government.; 70th ASME Turbo Expo 2025: Turbomachinery Technical Conference and Exposition, GT 2025 ; Conference date: 16-06-2025 Through 20-06-2025",

year = "2025",

doi = "10.1115/GT2025-153777",

language = "English",

series = "Proceedings of the ASME Turbo Expo",

publisher = "American Society of Mechanical Engineers (ASME)",

booktitle = "Turbomachinery",

}

TY - GEN

T1 - ON THE USE OF MACHINE LEARNING TO CLASSIFY LAMINAR SEPARATION BUBBLES

AU - Kerestes, Jared

AU - Marks, Christopher

AU - Wolff, Mitch

AU - Clark, John

PY - 2025

Y1 - 2025

KW - clustering

KW - computational fluid dynamics

KW - laminar separation bubbles

KW - large-eddy simulation

KW - machine learning

UR - https://www.scopus.com/pages/publications/105014724395

UR - https://www.scopus.com/inward/citedby.url?scp=105014724395&partnerID=8YFLogxK

U2 - 10.1115/GT2025-153777

DO - 10.1115/GT2025-153777

M3 - Conference contribution

AN - SCOPUS:105014724395

T3 - Proceedings of the ASME Turbo Expo

BT - Turbomachinery

PB - American Society of Mechanical Engineers (ASME)

T2 - 70th ASME Turbo Expo 2025: Turbomachinery Technical Conference and Exposition, GT 2025

Y2 - 16 June 2025 through 20 June 2025

ER -

ON THE USE OF MACHINE LEARNING TO CLASSIFY LAMINAR SEPARATION BUBBLES

Publication series

Conference

ASJC Scopus Subject Areas

Keywords

Access to Document

Other files and links

Cite this