Action-bounding for reinforcement learning in energy harvesting communication systems
In this paper, we consider a power allocation problem for energy harvesting communication
systems, where a transmitter wants to send the desired messages to the receiver with the …
systems, where a transmitter wants to send the desired messages to the receiver with the …
Rate maximization with reinforcement learning for time-varying energy harvesting broadcast channels
In this paper, we consider a power allocation optimization technique for a time-varying
fading broadcast channel in energy harvesting communication systems, in which a …
fading broadcast channel in energy harvesting communication systems, in which a …
Shallow reinforcement learning for energy harvesting communications with imperfect channel knowledge
This study aims to address the power allocation problem to maximize the sum of the
generalized mutual information, which refers to the achievable rate with imperfect channel …
generalized mutual information, which refers to the achievable rate with imperfect channel …
Online learning of power allocation policies in energy harvesting communications
P Sakulkar, B Krishnamachari - 2016 International Conference …, 2016 - ieeexplore.ieee.org
We consider the problem of power allocation over a time-varying channel with an unknown
distribution in energy harvesting communication systems. In this problem, the transmitter …
distribution in energy harvesting communication systems. In this problem, the transmitter …
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 …
energy from the environment and stores it in a finite battery. It is assumed that the transmitter …
On the design of tailored neural networks for energy harvesting broadcast channels: A reinforcement learning approach
In this paper, we consider a power allocation optimization technique for a time-varying
fading broadcast channel in energy harvesting communication systems, in which a …
fading broadcast channel in energy harvesting communication systems, in which a …
A two-layer reinforcement learning solution for energy harvesting data dissemination scenarios
A data dissemination scenario is considered. The transmitter harvests energy from the
environment and uses it to transmit individual data to multiple receivers. We consider a …
environment and uses it to transmit individual data to multiple receivers. We consider a …
Reinforcement learning for energy harvesting decode-and-forward two-hop communications
A Ortiz, H Al-Shatri, X Li, T Weber… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
Energy harvesting (EH) two-hop communications are considered. The transmitter and the
relay harvest energy from the environment and use it exclusively for transmitting data. A data …
relay harvest energy from the environment and use it exclusively for transmitting data. A data …
A learning based solution for energy harvesting decode-and-forward two-hop communications
A Ortiz, H Al-Shatri, X Li, T Weber… - 2016 IEEE Global …, 2016 - ieeexplore.ieee.org
Energy harvesting (EH) two-hop communications are considered. The transmitter and the
relay harvest energy from the environment and use it exclusively for transmitting data. A data …
relay harvest energy from the environment and use it exclusively for transmitting data. A data …
RL-based transmission completion time minimization with energy harvesting for time-varying channels
In this paper, we consider the problem of minimizing the transmission completion time in
energy harvesting devices on time-varying channels with a reinforcement learning …
energy harvesting devices on time-varying channels with a reinforcement learning …