Deep reinforcement learning optimal transmission policy for communication systems with energy harvesting and adaptive MQAM

M Li, X Zhao, H Liang, F Hu - IEEE Transactions on Vehicular …, 2019 - ieeexplore.ieee.org
In this paper, we study an optimal transmission problem in a point-to-point wireless
communication system with energy harvesting and limited battery at its transmitter …

Reinforcement learning based adaptive resource allocation for wireless powered communication systems

JM Kang - IEEE Communications Letters, 2020 - ieeexplore.ieee.org
Wireless powered communication (WPC) is one of the promising techniques for future
energy-constrained wireless networks. In this letter, we consider a WPC system composed …

Adaptive MQAM for energy harvesting wireless communications with 1-bit channel feedback

R Ma, W Zhang - IEEE Transactions on Wireless …, 2015 - ieeexplore.ieee.org
In this paper, we propose online discrete-rate discrete-power adaptation policies based on 1-
bit channel feedback for energy harvesting (EH) wireless communications. The receiver …

Online policies for throughput maximization of backscatter assisted wireless powered communication via reinforcement learning approaches

X Su, Y Li, M Gao, Z Wang, Y Li, Y Zhu - Pervasive and Mobile Computing, 2021 - Elsevier
In this paper, we consider the design of online policies in a backscatter assisted wireless
powered communication system, aiming at maximizing the longterm average throughput …

Reinforcement learning for energy harvesting point-to-point communications

A Ortiz, H Al-Shatri, X Li, T Weber… - 2016 IEEE International …, 2016 - ieeexplore.ieee.org
Energy harvesting point-to-point communications are considered. The transmitter harvests
energy from the environment and stores it in a finite battery. It is assumed that the transmitter …

POMDP-based energy cooperative transmission policy for multiple access model powered by energy harvesting

H Liu, X Zhao, H Liang, Z Li - IEEE Transactions on Vehicular …, 2019 - ieeexplore.ieee.org
To efficiently use harvested energy, we often consider energy cooperation between
transmitter nodes in a multiple access wireless network. However the imperfect observations …

Reinforcement learning in MIMO wireless networks with energy harvesting

H Ayatollahi, C Tapparello… - 2017 IEEE International …, 2017 - ieeexplore.ieee.org
Energy harvesting wireless nodes provide much longer lifetime and higher energy efficiency
for wireless networks compared to battery operated systems. In this paper, we study a MIMO …

Power allocation for energy harvesting transmitter with causal information

Z Wang, V Aggarwal, X Wang - IEEE Transactions on …, 2014 - ieeexplore.ieee.org
We consider power allocation for an access-controlled transmitter with energy harvesting
capability based on causal observations of the channel fading state. We assume that the …

Optimal transmission policy in energy harvesting wireless communications: A learning approach

K Wu, C Tellambura, H Jiang - 2017 IEEE international …, 2017 - ieeexplore.ieee.org
We consider an energy harvesting wireless communication link, where arriving data packets
have different importance values. The wireless transmitter needs to decide whether each …

Outage minimization for a fading wireless link with energy harvesting transmitter and receiver

S Zhou, T Chen, W Chen, Z Niu - IEEE Journal on Selected …, 2015 - ieeexplore.ieee.org
This paper studies online power control policies for outage minimization in a fading wireless
link with energy harvesting transmitter and receiver. The outage occurs when either the …