Provide a high-level project description, including its objectives, scope, and intended outcomes. Diagram and describe the overall architecture of the deep learning system, including data flow ...

This project focuses on developing a deep learning-based sensor ... improved the feature extraction of water flow audio. By reducing the strength of data augmentation, the model was able to focus more ...

To mitigate these limitations, recent studies introduced hybrid methods, such as physics-informed deep learning (PIDL), which contains both model-driven and data-driven ... fundamental diagram (FD), i ...

Deep Flow Prediction is a framework for fluid flow (Reynolds-averaged Navier Stokes) predictions with deep learning. It contains code for data generation, network training, and evaluation. Linux is ...

Abstract: A flow pattern analysis framework based on the combination of dual-domain feature extraction and deep learning is proposed. Measurement data of flow patterns are collected using a resistance ...