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Article

Mathematical Modelling and Numerical Analysis of Turbulence Models (In a Two-Stage Laboratory Turbine)

by
Vesna Antoska Knights
1,*,
Tatjana Atanasova-Pacemska
2 and
Jasenka Gajdoš Kljusurić
3,*
1
Faculty of Technology and Technical Sciences, University ‘’St. Kliment Ohridski’’–Bitola, 7000 Bitola, North Macedonia
2
Faculty of Computer Science, Goce Delcev University, 2000 Stip, North Macedonia
3
Faculty of Food Technology and Biotechnology, University of Zagreb, Pierottijeva 6, 10000 Zagreb, Croatia
*
Authors to whom correspondence should be addressed.
Algorithms 2025, 18(9), 578; https://doi.org/10.3390/a18090578 (registering DOI)
Submission received: 21 July 2025 / Revised: 31 August 2025 / Accepted: 9 September 2025 / Published: 13 September 2025

Abstract

This paper presents a mathematical modeling and numerical analysis of fluid-thermal processes in a two-stage steam turbine cascade, focusing on the application and comparative assessment of turbulence models in computational fluid dynamics (CFD) simulations. Using the finite volume method implemented in the ANSYS CFX-Task Flow (ANSYS CFX 2022 R2) workflow, the study investigates the performance of standard k-ε, k-ω, and SST turbulence models in predicting flow structures, pressure fields, and velocity distributions within the turbine flow passages. The governing equations, including the Reynolds-Averaged Navier–Stokes (RANS) equations and associated energy and constitutive relations, are solved in conservative form under compressible flow conditions. Experimental data from turbine tests performed at the Institute of Fluid Machinery at Lodz University of Technology are used for validation. Results demonstrate that turbulence modeling significantly influences the accuracy of predicted flow phenomena. The study identifies strengths and limitations of the models in capturing complex three-dimensional flow structures and provides quantitative error margins and practical guidance for their application in industrial turbine flow simulations.
Keywords: mathematical modeling; numerical analysis; CFD; SST k–ω model; turbulent flow mathematical modeling; numerical analysis; CFD; SST k–ω model; turbulent flow

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MDPI and ACS Style

Antoska Knights, V.; Atanasova-Pacemska, T.; Gajdoš Kljusurić, J. Mathematical Modelling and Numerical Analysis of Turbulence Models (In a Two-Stage Laboratory Turbine). Algorithms 2025, 18, 578. https://doi.org/10.3390/a18090578

AMA Style

Antoska Knights V, Atanasova-Pacemska T, Gajdoš Kljusurić J. Mathematical Modelling and Numerical Analysis of Turbulence Models (In a Two-Stage Laboratory Turbine). Algorithms. 2025; 18(9):578. https://doi.org/10.3390/a18090578

Chicago/Turabian Style

Antoska Knights, Vesna, Tatjana Atanasova-Pacemska, and Jasenka Gajdoš Kljusurić. 2025. "Mathematical Modelling and Numerical Analysis of Turbulence Models (In a Two-Stage Laboratory Turbine)" Algorithms 18, no. 9: 578. https://doi.org/10.3390/a18090578

APA Style

Antoska Knights, V., Atanasova-Pacemska, T., & Gajdoš Kljusurić, J. (2025). Mathematical Modelling and Numerical Analysis of Turbulence Models (In a Two-Stage Laboratory Turbine). Algorithms, 18(9), 578. https://doi.org/10.3390/a18090578

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