Machine learning-based surrogate modeling approaches for fixed-wing store separation

N Peters, A Wissink, J Ekaterinaris - Aerospace Science and Technology, 2023 - Elsevier
In pursuit of deriving a limited expense store trajectory prediction model, this work
investigates the application of two data-driven surrogate modeling approaches for the …

Prismatic mesh generation using minimum distance fields

B Roget, J Sitaraman, V Lakshminarayan, A Wissink - Computers & Fluids, 2020 - Elsevier
Anisotropic prismatic/strand meshes are often used to capture viscous boundary layer
effects in Reynolds Averaged Navier Stokes (RANS) simulations of high Reynolds number …

Effect of turbulence modeling selection within Helios for small quadrotor aerodynamics

AD Thai, SM Grace, R Jain - Journal of Aircraft, 2022 - arc.aiaa.org
The high-fidelity rotorcraft simulation framework HPCMP CREATE-AV Helios was used to
study the impact of turbulence modeling methods on the prediction of a small quadrotor …

Rotor loads prediction on the ONERA 7A rotor using loose fluid/structure coupling

B Ortun, M Potsdam, H Yeo… - Journal of the American …, 2017 - ingentaconnect.com
This work exploits the ONERA 7A rotor wind tunnel test for comparison with concurrent
simulations at the US Army and ONERA. Rotor airloads and structural loads are predicted by …

Comparison of Data-Driven Approaches to Rotorcraft Store Separation Modeling

N Peters, A Wissink, J Ekaterinaris - Journal of Aircraft, 2024 - arc.aiaa.org
In this study, two surrogate modeling approaches will be investigated for their ability to
predict store surface pressure distributions as a store is launched from a rotorcraft in hover …

A Data-Driven Reduced Order Model for Rotor Optimization

N Peters, C Silva, J Ekaterinaris - Wind Energy Science …, 2022 - wes.copernicus.org
For rotor design applications, such as wind turbine rotor or Urban Air Mobility (UAM)
rotorcraft and flying car design, there is a significant challenge in quickly and accurately …

Aerodynamic analysis of rotor/propeller wakes interactions on high speed compound helicopter

R Boisard, JW Lim - 47th European rotorcraft forum, 2021 - hal.science
In the context of the development of high speed compound helicopters, the main rotor may
not be an efficient propulsive device at high speeds and a propeller has to be added in order …

High-fidelity structural loads analysis of the ONERA 7A rotor

H Yeo, M Potsdam, B Ortun, KV Truong - Journal of Aircraft, 2017 - arc.aiaa.org
The ONERA 7A rotor wind-tunnel test data are investigated to assess the accuracy of
analytical tools in the calculation of rotor airloads and structural loads. Comprehensive …

CFD Hover Performance and Transition Predictions on the PSP and HVAB Rotors using CREATETM-AV Helios

R Jain - AIAA SCITECH 2022 Forum, 2022 - arc.aiaa.org
View Video Presentation: https://doi. org/10.2514/6.2022-1549. vid Computational Fluid
Dynamics (CFD) predictions of hover performance and laminar-turbulent boundary layer …

A multiple instance solver framework based on dynamic overset grid method for flow field simulation of array configuration with moving components

G Li, F Wang - Journal of Computational Physics, 2022 - Elsevier
This paper presents a novel computational fluid dynamics (CFD) framework for flow
simulation of complex configurations containing relatively moving components. The …