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Abhijith Moni's Projects

airfoilann icon airfoilann

Official repository of paper, entitled "Airfoil’s Aerodynamic Coefficients Prediction using Artificial Neural Network". https://arxiv.org/abs/2109.12149

dynamic-morphing-wing icon dynamic-morphing-wing

This project contains the user-defined functions (UDF) necessary to perform unsteady computational fluid dynamics (CFD) analysis of dynamically morphing wings equipped with morphing flaps.

gan-airfoil-opt icon gan-airfoil-opt

Experiment code associated with our paper: "Aerodynamic Design Optimization and Shape Exploration using Generative Adversarial Networks"

ithaca-fv icon ithaca-fv

Reduced order modelling techniques for OpenFOAM

ml-rom_various_shapes icon ml-rom_various_shapes

This repository contains the simple source codes of "Machine-learning-based reduced-order modeling for unsteady flows around bluff bodies of various shapes"

nn-surrogate-benchmark icon nn-surrogate-benchmark

I am doing a surrogate optimization for benchmark problems using machine learning and evolutionary algorithms

pod-rbf icon pod-rbf

Proper Orthogonal Decomposition - Radial Basis Function (POD-RBF) Network

pyairfoil icon pyairfoil

A python library for fast aerodynamic analysis and optimization of airfoils.

rom_code icon rom_code

Numerical tool for Construction of Reduced-order models for fluid flows.

su2 icon su2

SU2: An Open-Source Suite for Multiphysics Simulation and Design

transonic-airfoil-optim icon transonic-airfoil-optim

I am doing a surrogate optimization of a transonic airfoil. I am using an artificial neural network as my surrogate model to approximate the expensive evaluation functions of CFD (Computational Fluid Dynamics) and genetic algorithms (NSGA-II) to do the optimization routines.

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