​The following list includes previous publications presented in AIAA Applied Surrogate Modeling sessions. These papers highlight advancements in data-driven aerodynamic modeling, benchmark case studies, and the application of surrogate modeling techniques in aerospace engineering.

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SciTech 2025 Papers​​​

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• Philipp Bekemeyer, Nathan Hariharan, Andrew M. Wissink and Jason Cornelius. "Introduction of Applied Aerodynamics Surrogate Modeling Benchmark Cases," AIAA 2025-0036. AIAA SCITECH 2025 Forum. January 2025. https://doi.org/10.2514/6.2025-0036

• Andrew L. Kaminsky, Alec M. House, Louis Jensen, Matthew Liu, William Chapman, Alessandro P. Brown, Andrew M. Wissink, Nathan S. Hariharan and David McDaniel. "Design and Application of the Sage Surrogate Modeling Software," AIAA 2025-0037. AIAA SCITECH 2025 Forum. January 2025. https://doi.org/10.2514/6.2025-0037

• Jason Cornelius, Nicholas Peters, Tove S. Aagren and Darrell Nieves Lugo. "PALMO: An OVERFLOW Machine Learning Airfoil Performance Database," AIAA 2025-0038. AIAA SCITECH 2025 Forum. January 2025. https://doi.org/10.2514/6.2025-0038

• Andrew M. Wissink, Matthew Liu, Alec M. House, Andrew Kaminsky, Andrew Simin and Rakesh Ranjan. "Multi-Fidelity Surrogate Modeling for Aerodynamics Using Sage," AIAA 2025-0039. AIAA SCITECH 2025 Forum. January 2025. https://doi.org/10.2514/6.2025-0039

• Jennifer Abras, Shirzad Hosseinverdi, Dylan P. Jude, Jay Sitaraman and Nathan S. Hariharan. "Machine Learning Based Surrogate Model Development Using GPU Driven Computational Simulations," AIAA 2025-0040. AIAA SCITECH 2025 Forum. January 2025. https://doi.org/10.2514/6.2025-0040

• Simon Wassing, Stefan Langer and Philipp Bekemeyer. "Adopting Computational Fluid Dynamics Concepts for Physics-Informed Neural Networks," AIAA 2025-0269. AIAA SCITECH 2025 Forum. January 2025. https://doi.org/10.2514/6.2025-0269

• Richard C. Healy, Phuriwat Anusonti-Inthra and Nathan Beals. "Neural Network Modeling of Airfoil Aerodynamics for Rotorcraft Analysis," AIAA 2025-0270. AIAA SCITECH 2025 Forum. January 2025. https://doi.org/10.2514/6.2025-0270

• Apurva Anand, Muhammad Muneeb Safdar, Koushik Marepally and James D. Baeder. "A Comprehensive Review of Neural Network Training Approaches for Airfoil Design and Optimization," AIAA 2025-0271. AIAA SCITECH 2025 Forum. January 2025. https://doi.org/10.2514/6.2025-0271

• Dilan Kilic and Melike Nikbay. "A Comparative Study on Multi-Fidelity Machine Learning Modeling for Aerospace Problems," AIAA 2025-0272. AIAA SCITECH 2025 Forum. January 2025. https://doi.org/10.2514/6.2025-0272

• Chadwick D. Sevart, Yi Wang, Alec M. House and Andrew Kaminsky. "Parametric Surrogate Modeling of Blast Simulation Timeseries Data With Kriging," AIAA 2025-0273. AIAA SCITECH 2025 Forum. January 2025. https://doi.org/10.2514/6.2025-0273 

• Phuriwat Anusonti-Inthra and Richard C. Healy. "Development of Multi-Fidelity Surrogate Models for Rotor Performance Prediction," AIAA 2025-0490. AIAA SCITECH 2025 Forum. January 2025. https://doi.org/10.2514/6.2025-0490

• Berkay Pirlepeli, Burak Berkan Bedir and Melike Nikbay. "Machine Learning Based Turbulence Model Calibration for Aeroacoustic Prediction of Transonic Cavity Flows," AIAA 2025-0491. AIAA SCITECH 2025 Forum. January 2025. https://doi.org/10.2514/6.2025-0491

• Dilan Kilic and Melike Nikbay. "Implementation and Assessment of Machine Learning Methods for Multidisciplinary Aerospace Problems," AIAA 2025-0492. AIAA SCITECH 2025 Forum. January 2025. https://doi.org/10.2514/6.2025-0492

• Howon Lee, Pranay Seshadri and Juergen Rauleder. "Finite Wing Pressure and Lift Coefficient Prediction Using Bayesian Inference on Pressure Data," AIAA 2025-0493. AIAA SCITECH 2025 Forum. January 2025. https://doi.org/10.2514/6.2025-0493

• Yiren Shen, Jacob T. Needels and Juan J. Alonso. "VortexNet: A Graph Neural Network-Based Multi-Fidelity Surrogate Model for Field Predictions," AIAA 2025-0494. AIAA SCITECH 2025 Forum. January 2025. https://doi.org/10.2514/6.2025-0494

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SciTech 2024 Papers 

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• ​Philipp Bekemeyer, Alexander Barklage, Derrick Armando Hines Chaves, Mario Stradtner and Stefan Görtz. "Recent Advances in Data-Driven Modeling for Aerodynamic Applications using DLR’s SMARTy Toolbox," AIAA 2024-0010. AIAA SCITECH 2024 Forum. January 2024. https://doi.org/10.2514/6.2024-0010​

• Andrew M. Wissink and Nathan S. Hariharan. "An Overview of the CREATE™ Applied Surrogates Institute," AIAA 2024-0011. AIAA SCITECH 2024 Forum. January 2024. https://doi.org/10.2514/6.2024-0011

• Laura Walizer, Robert B. Haehnel and Luke Allen. "Application of Multi-fidelity Methods to Rotorcraft Performance Assessment," AIAA 2024-0012. AIAA SCITECH 2024 Forum. January 2024. https://doi.org/10.2514/6.2024-0012

• Yiren Shen, Harsh C. Patel, Zan Xu and Juan J. Alonso. "Application of Multi-Fidelity Transfer Learning with Autoencoders for Efficient Construction of Surrogate Models," AIAA 2024-0013. AIAA SCITECH 2024 Forum. January 2024. https://doi.org/10.2514/6.2024-0013

• Kate L. Owens, Ted Bapty, Fred Eisele and Jason Scott. "Computational Fluid Dynamics Surrogate Based on Convolutional Neural Networks for Design Space Exploration," AIAA 2024-0252. AIAA SCITECH 2024 Forum. January 2024. https://doi.org/10.2514/6.2024-0252

• Mehdi Anhichem, Sebastian Timme, Jony Castagna, Andrew Peace and Moira Maina. "Bayesian Approaches for Efficient and Uncertainty-Aware Prediction of Pressure Distributions," AIAA 2024-0253. AIAA SCITECH 2024 Forum. January 2024. https://doi.org/10.2514/6.2024-0253

• Alec M. House, Andrew Kaminsky, Yi Wang, Farid Alam, Kapil Pant, Nathan Tison and Vamshi Korivi. "A POD-based Input-Output Reduced-Order Modeling Framework for Acceleration of Coupled-Solver Workflows," AIAA 2024-0254. AIAA SCITECH 2024 Forum. January 2024. https://doi.org/10.2514/6.2024-0254

• Apurva Anand, Koushik Marepally, M Muneeb Safdar, Bumseok Lee and James D. Baeder. "Generalizable Deep Learning Module for Rotorcraft Inverse Design Applications," AIAA 2024-0460. AIAA SCITECH 2024 Forum. January 2024. https://doi.org/10.2514/6.2024-0460

• Jens A. Rataczak, Iain D. Boyd and Jay W. McMahon. "Surrogate Models for Hypersonic Aerothermodynamics and Aerodynamics using Gaussian Process Regression," AIAA 2024-0461. AIAA SCITECH 2024 Forum. January 2024. https://doi.org/10.2514/6.2024-0461

• Philipp M. zur Nedden, Thorge Nissen, Johann M. Reumschüssel, Alessandro Orchini and Christian Oliver Paschereit. "Surrogate-based modeling for investigating and controlling the response of an axisymmetric jet to harmonic forcing," AIAA 2024-0462. AIAA SCITECH 2024 Forum. January 2024. https://doi.org/10.2514/6.2024-0462​

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