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Airfoil Lift Coefficient Prediction

Airfoil Lift Coefficients Prediction using Multi-input-output CNNs

Contents

Loading Dataset

Dataset is an excel file containing numerical features and images.

Preparing and Cleaning Data

  • Handling images missing data
  • Handling wrong values
  • Resizing images to (64, 64)

Preprocessing Data

  • Scaling
  • Standardization

Creating Model

Here is the model with two inputs (images and two numerical features) and two outputs (coefficients)

  • p

Evaluating Model

Total loss function (MSE)

  • p1

Additionally, r2 score for CL and CD predictions were 0.94 and 0.45 respectively.