Investigation of the Influence of Gyroid Lattice Dimensions on Cooling

This study investigates the influence of geometric parameters of a gyroid lattice structure on the thermal performance of internal cooling channels relevant to gas turbine blade design. Various gyroid configurations were analyzed using CFD simulations in ANSYS CFX to evaluate heat transfer effectiveness (Nusselt number), cooling flow penetration depth (cooling depth coefficient), and aerodynamic losses (pressure drop and drag coefficient). A series of simulations were conducted, varying lattice wall thickness, structure period, and Reynolds number, followed by the development of regression models to identify key trends. Experimental verification was carried out using 3D printed samples tested on a specially assembled aerodynamic test rig. Results confirmed the existence of an optimal lattice density, providing a favorable balance between heat transfer and pressure losses. The study highlights the high potential of gyroid TPMS structures for turbine blade cooling systems, where additive manufacturing enables complex internal geometries unattainable by traditional methods. The research demonstrates the practical feasibility and thermo-hydraulic advantages of lattice-based cooling channels and provides accurate predictive models for further optimization of turbine blade designs under high-temperature turbomachinery conditions.

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Publication Details

Journal
Energies
Published
2025-08-27
DOI
https://doi.org/10.3390/en18174552
Primary Topic
Heat Transfer Mechanisms
Type
article
Field-Weighted Citation Impact
0.00

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article

Investigation of the Influence of Gyroid Lattice Dimensions on Cooling

Evgenii Komlev, А. Л. Пулин, Viktor Barskov, Kirill Alisov et al.
Energies
Heat Transfer Mechanisms
article

Investigation of the Influence of Gyroid Lattice Dimensions on Cooling

Evgenii Komlev, А. Л. Пулин, Viktor Barskov, Kirill Alisov, Ivan Talabira, Anatoliy Popovich, Kirill Starikov, Mikhail Laptev, Mikhail Kanakin, Denis Konin
article en

Abstract

This study investigates the influence of geometric parameters of a gyroid lattice structure on the thermal performance of internal cooling channels relevant to gas turbine blade design. Various gyroid configurations were analyzed using CFD simulations in ANSYS CFX to evaluate heat transfer effectiveness (Nusselt number), cooling flow penetration depth (cooling depth coefficient), and aerodynamic losses (pressure drop and drag coefficient). A series of simulations were conducted, varying lattice wall thickness, structure period, and Reynolds number, followed by the development of regression models to identify key trends. Experimental verification was carried out using 3D printed samples tested on a specially assembled aerodynamic test rig. Results confirmed the existence of an optimal lattice density, providing a favorable balance between heat transfer and pressure losses. The study highlights the high potential of gyroid TPMS structures for turbine blade cooling systems, where additive manufacturing enables complex internal geometries unattainable by traditional methods. The research demonstrates the practical feasibility and thermo-hydraulic advantages of lattice-based cooling channels and provides accurate predictive models for further optimization of turbine blade designs under high-temperature turbomachinery conditions.

EnergiesVol. 18(17)
Peter the Great St. Petersburg Polytechnic University (RU)
Ministry of Science and Higher Education of the Russian Federation
Openalex Percentile: Top 77%
Heat Transfer Mechanisms
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Investigation of the Influence of Gyroid Lattice Dimensions on Cooling — Evgenii Komlev, А. Л. Пулин, et al. · Energies (2025) | TGRS Research Map | TGRS