Analysis of Complex Transmission Systems, Leveraging SPH Analysis and Reduced Order Modeling

There is a continued and growing need for better analysis and simulation of complex transmission systems with the rise of hybrid electric powerplants coming to future aviation vehicles. In this paper we discuss how reduced order modeling can help to efficiently predict the thermal behavior of gearboxes during operations smartly reusing data from SPH based oil flow simulations. To solve the thermal problem, a dynamic non-linear Reduced Order Model (ROM) is generated to estimate the Gear-Oil heat transfer coefficient (HTC) based on variable gearbox RPM and Oil fill level.

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Publication Details

Published
2025-05-20
DOI
https://doi.org/10.4050/f-0081-2025-262
Primary Topic
Electric Motor Design and Analysis
Type
article
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article

Analysis of Complex Transmission Systems, Leveraging SPH Analysis and Reduced Order Modeling

B. A. Cole, S. Mallios
Electric Motor Design and Analysis
article

Analysis of Complex Transmission Systems, Leveraging SPH Analysis and Reduced Order Modeling

B. A. Cole, S. Mallios
article en

Abstract

There is a continued and growing need for better analysis and simulation of complex transmission systems with the rise of hybrid electric powerplants coming to future aviation vehicles. In this paper we discuss how reduced order modeling can help to efficiently predict the thermal behavior of gearboxes during operations smartly reusing data from SPH based oil flow simulations. To solve the thermal problem, a dynamic non-linear Reduced Order Model (ROM) is generated to estimate the Gear-Oil heat transfer coefficient (HTC) based on variable gearbox RPM and Oil fill level.

Openalex Percentile: Top 87%
Electric Motor Design and Analysis
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Analysis of Complex Transmission Systems, Leveraging SPH Analysis and Reduced Order Modeling — B. A. Cole, S. Mallios · (2025) | TGRS Research Map | TGRS