Le Liang

Deep Learning based End-to-End Wireless Communication Systems with Conditional GAN as Unknown Channel

2019 · arXiv (Cornell University)

In this article, we develop an end-to-end wireless communication system using deep neural networks (DNNs), in which DNNs are employed to perform several key functions, including encoding, decoding, modulation, and demodulation. However, an accurate estimation …

Federated edge learning for the wireless physical layer: Opportunities and challenges

2022 · China Communications

Deep learning (DL) has been applied to the physical layer of wireless communication systems, which directly extracts environment knowledge from data and outperforms conventional methods either in accuracy or computation complexity. However, most related research …