The paper will describe our proposed solution for underwater acoustic noises data augmentation for passive sonar classification. Our approach is given by the followings steps:

• Passive sonar data description
• AI for automatic underwater acoustic recognition
• Data augmentation : Signal Processing approach
• Data augmentation : GAN approach
• Calculation of performances & Comparisons