Feifei Gao

Deep Learning for Wireless Physical Layer: Opportunities and Challenges

2017 · arXiv (Cornell University)

Machine learning (ML) has been widely applied to the upper layers of wireless communication systems for various purposes, such as deployment of cognitive radio and communication network. However, its application to the physical layer is …

One-dimensional CNN Model of Network Traffic Classification based on Transfer Learning

2024 · KSII Transactions on Internet and Information Systems

There are some problems in network traffic classification (NTC), such as complicated statistical features and insufficient training samples, which may cause poor classification effect.A NTC architecture based on one-dimensional Convolutional Neural Network (CNN) and transfer …