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Application of Deep Learning for Fan Rotor Blade Performance Prediction in Turbomachinery
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Turbomachinery fan optimization is a complex multidisciplinary process, which forces engineers to rely on strong theoretical assumptions and/or can be very computationally expensive. Additionally, with new constraints ...
Theoretical Analysis of the Aerodynamics of Low Speed Fans in Free and Load Controlled Windmilling Operation
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: The present work is a contribution to understanding the windmilling operation of lowspeed fans. Such an operating situation is described in the literature, but the context (mainly windmilling of aeroengines) often involves ...
Analysis of the Unsteady Flow Field at Stall Conditions for a Low-Speed Low-Pressure Ratio Axial Fan With Full-Annulus Simulation
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: The present work analyzes the three-dimensional unsteady flow structure of a low-speed low-pressure ratio axial fan stage operating at stall conditions. Unsteady numerical simulations were conducted with the elsA software, ...
Experimental and Numerical Flow Analysis of Low-Speed Fans at Highly Loaded Windmilling Conditions
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: This paper aims for the analysis of experimental and numerical results of windmilling flow topologies far from freewheeling condition. Two major cooling fans were investigated: a baseline design and an innovative one meant ...
Generic Properties of Flows in Low-Speed Axial Fans Operating at Load-Controlled Windmill
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: This paper aims at underlining the existence of some generic properties of windmilling flows, partially spread in the literature but never clearly stated. Two kinds of axial machines are investigated from compressor mode ...
Loss Breakdown in Axial Turbines: A New Method for Vortex Loss and Wake Detection From 3D RANS Simulations
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: To enhance turbine efficiency, it is essential to mitigate the loss generated by irreversible phenomena taking place in turbine flows, including boundary layers, shock waves, vortices, and trailing edge wakes. A fast and ...
Analysis and Modeling of Turbulence Anisotropy of a Swirled Hot Streak Flow
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: This study is carried out in the context of hot streak flows in high-pressure turbines, for which a correct prediction of the temperature evolution is required. The present work particularly focuses on the turbulence ...