activity
20192022
most citedLearned Conjugate Gradient Descent Network for Massive MIMO Detection

97 citations · 105 across the 6 of their papers we have counts for

collaborators

6 papers

cs.IT2022

Fast Beam Alignment via Pure Exploration in Multi-armed Bandits

Yi Wei, Zixin Zhong, Vincent Y. F. Tan

The beam alignment (BA) problem consists in accurately aligning the transmitter and receiver beams to establish a reliable communication link in wireless communication systems. Exi…

eess.SP2022

Channel Tracking and Prediction for IRS-aided Wireless Communications

Yi Wei, Ming-Min Zhao, An Liu +1

For intelligent reflecting surface (IRS)-aided wireless communications, channel estimation is essential and usually requires excessive channel training overhead when the number of…

eess.SP2021★ 5 cited

Channel Estimation for IRS-aided Multiuser Communications with Reduced Error Propagation

Yi Wei, Ming-Min Zhao, Min-Jian Zhao +1

Intelligent reflecting surface (IRS) has emerged as a promising paradigm to improve the capacity and reliability of a wireless communication system by smartly reconfiguring the wir…

eess.SP2020

A PDD Decoder for Binary Linear Codes With Neural Check Polytope Projection

Yi Wei, Ming-Min Zhao, Min-Jian Zhao +1

Linear Programming (LP) is an important decoding technique for binary linear codes. However, the advantages of LP decoding, such as low error floor and strong theoretical guarantee…

cs.IT2020★ 3 cited

ADMM-based Decoder for Binary Linear Codes Aided by Deep Learning

Yi Wei, Ming-Min Zhao, Min-Jian Zhao +1

Inspired by the recent advances in deep learning (DL), this work presents a deep neural network aided decoding algorithm for binary linear codes. Based on the concept of deep unfol…

eess.SP2019★ 97 cited

Learned Conjugate Gradient Descent Network for Massive MIMO Detection

Yi Wei, Ming-Min Zhao, Mingyi Hong +2

In this work, we consider the use of model-driven deep learning techniques for massive multiple-input multiple-output (MIMO) detection. Compared with conventional MIMO systems, mas…