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)

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Evaluating Model

Total loss function (MSE)

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