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Interactive Aerodynamics via Neural Surrogates Trained on High-Fidelity CFD Data

This B.Tech Aerospace / Aeronautical Engineering project is based on the recent research direction ‘Interactive Aerodynamics via Neural Surrogates Trained on High-Fidelity CFD Data’. The project focuses on applying artificial intelligence, machine…

Project Overview This B.Tech Aerospace / Aeronautical Engineering project is based on the recent research direction 'Interactive Aerodynamics via Neural Surrogates Trained on High-Fidelity CFD Data'. The project focuses on applying artificial intelligence, machine learning, deep learning, computer vision, reinforcement learning, surrogate modelling, or RAG-style intelligent assistance to the Aerodynamics Projects area. Students can use the linked 2023-onward research paper/source as the academic base, then convert it into an implementation-focused final-year project with a simplified dataset, simulation model, Python workflow, dashboard, or prototype demonstration.
Research Paper Title Interactive Aerodynamics via Neural Surrogates Trained on High-Fidelity CFD Data
Research Paper / PDF Link Open Paper / PDF
Year 2026
Project Area Aerodynamics Projects
Project Type Interactive AI Surrogate
Required Tools / Software Python, NumPy, Pandas, Scikit-learn, TensorFlow/PyTorch, XFOIL/OpenVSP optional, Streamlit
Main Features / Working Principle Create an interactive aerodynamic prediction demo using neural-surrogate concepts
Expected Output An interactive app where users change inputs and view predicted aerodynamic behaviour
Possible Add-ons Add real-time design exploration and export reports
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This B.Tech aerospace project resource helps students connect a recent AI-based research direction with a practical implementation plan, tools, expected output, and possible extensions.

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