Learning optimal resource allocations in wireless systems

M Eisen, C Zhang, LFO Chamon… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
… allocation policies in wireless communication systems, which are generically modeled as
a functional optimization problem with stochastic constraints. These optimization problems …

A general 3D non-stationary wireless channel model for 5G and beyond

J Bian, CX Wang, X Gao, X You… - … Communications, 2021 - ieeexplore.ieee.org
… -based stochastic model (GBSM) for the fifth generation (5G) and beyond 5G (B5G) systems
… )/beyond 5G (B5G) wireless communication systems will transmit data using millimeter wave …

Machine learning at the wireless edge: Distributed stochastic gradient descent over-the-air

MM Amiri, D Gündüz - IEEE Transactions on Signal Processing, 2020 - ieeexplore.ieee.org
… additional data transmission, we will employ a random projection matrix, similarly to
compressive sensing. A similar idea is recently used in [30] for analog image transmission over a …

Comparative analysis of channel models for industrial IoT wireless communication

W Wang, SL Capitaneanu, D Marinca, ES Lohan - IEEE Access, 2019 - ieeexplore.ieee.org
wireless communication links suffer from various channel impairments, such as attenuations
due to path losses, random … indicators using low rate communicating systems at very low …

Secure wireless communication via intelligent reflecting surface

M Cui, G Zhang, R Zhang - IEEE Wireless Communications …, 2019 - ieeexplore.ieee.org
… In this letter, we investigate an IRS-aided secure wireless communication system where a
multi-antenna access point (AP) sends confidential messages to a single-antenna user in the …

6G white paper on machine learning in wireless communication networks

S Ali, W Saad, N Rajatheva, K Chang… - arXiv preprint arXiv …, 2020 - arxiv.org
… the wireless domain. In this paper, we provide an overview of the vision of how ML will impact
the wireless communication systems. … potential to be used in wireless networks. Then, we …

A survey of intelligent reflecting surfaces (IRSs): Towards 6G wireless communication networks

J Zhao - arXiv preprint arXiv:1907.04789, 2019 - arxiv.org
… In view of much recent attention to the IRS concept as a promising technology for 6G
wireless communications, we present a survey of IRSs in this paper. Specifically, we categorize …

Coverage, probability of SNR gain, and DOR analysis of RIS-aided communication systems

L Yang, Y Yang, MO Hasna… - … Communications Letters, 2020 - ieeexplore.ieee.org
… -aided wireless communication transmission has not been reported in the literature, which
is the last motivation of this work. In this letter, for the RIS-aided communication systems, we …

Energy efficient federated learning over wireless communication networks

Z Yang, M Chen, W Saad, CS Hong… - … Communications, 2020 - ieeexplore.ieee.org
… resource allocation scheme for FL over wireless communication networks. Our key … wireless
communication networks for a scenario in which each user locally computes its FL model

High-reliability and low-latency wireless communication for internet of things: Challenges, fundamentals, and enabling technologies

Z Ma, M Xiao, Y Xiao, Z Pang, HV Poor… - IEEE Internet of …, 2019 - ieeexplore.ieee.org
… The new dedicated industrial wireless communication system, ie, wireless HP, is expected
… Due to the limitations of conventional random access for massive cellular IoT systems (eg, …