Beyond deep reinforcement learning: A tutorial on generative diffusion models in network optimization

H Du, R Zhang, Y Liu, J Wang, Y Lin, Z Li… - arXiv preprint arXiv …, 2023 - arxiv.org
Generative Diffusion Models (GDMs) have emerged as a transformative force in the realm of
Generative Artificial Intelligence (GAI), demonstrating their versatility and efficacy across a …

A survey of recent advances in optimization methods for wireless communications

YF Liu, TH Chang, M Hong, Z Wu… - IEEE Journal on …, 2024 - ieeexplore.ieee.org
Mathematical optimization is now widely regarded as an indispensable modeling and
solution tool for the design of wireless communications systems. While optimization has …

Evolution of NOMA toward next generation multiple access (NGMA) for 6G

Y Liu, S Zhang, X Mu, Z Ding, R Schober… - IEEE Journal on …, 2022 - ieeexplore.ieee.org
Due to the explosive growth in the number of wireless devices and diverse wireless
services, such as virtual/augmented reality and Internet-of-Everything, next generation …

Energy harvesting wireless communications: A review of recent advances

S Ulukus, A Yener, E Erkip, O Simeone… - IEEE Journal on …, 2015 - ieeexplore.ieee.org
This paper summarizes recent contributions in the broad area of energy harvesting wireless
communications. In particular, we provide the current state of the art for wireless networks …

Achievable rate maximization by passive intelligent mirrors

C Huang, A Zappone, M Debbah… - 2018 IEEE International …, 2018 - ieeexplore.ieee.org
This paper investigates the use of a Passive Intelligent Mirrors (PIM) to operate a multi-user
MISO downlink communication. The transmit powers and the mirror reflection coefficients …

Deep learning based MIMO communications

TJ O'Shea, T Erpek, TC Clancy - arXiv preprint arXiv:1707.07980, 2017 - arxiv.org
We introduce a novel physical layer scheme for single user Multiple-Input Multiple-Output
(MIMO) communications based on unsupervised deep learning using an autoencoder. This …

On the performance gain of NOMA over OMA in uplink communication systems

Z Wei, L Yang, DWK Ng, J Yuan… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
In this paper, we investigate and reveal the ergodic sum-rate gain (ESG) of non-orthogonal
multiple access (NOMA) over orthogonal multiple access (OMA) in uplink cellular …

Uplink non-orthogonal multiple access for 5G wireless networks

M Al-Imari, P Xiao, MA Imran… - 2014 11th international …, 2014 - ieeexplore.ieee.org
Orthogonal Frequency Division Multiple Access (OFDMA) as well as other orthogonal
multiple access techniques fail to achieve the system capacity limit in the uplink due to the …

[图书][B] Network information theory

A El Gamal, YH Kim - 2011 - books.google.com
This comprehensive treatment of network information theory and its applications provides
the first unified coverage of both classical and recent results. With an approach that …

[图书][B] Fundamentals of wireless communication

D Tse, P Viswanath - 2005 - books.google.com
The past decade has seen many advances in physical layer wireless communication theory
and their implementation in wireless systems. This textbook takes a unified view of the …