Distributed energy cooperation for energy harvesting nodes using reinforcement learning

Wei Ting Lin, I. Wei Lai, Chia-Han Lee

研究成果: Conference contribution

3 引文 斯高帕斯(Scopus)

摘要

Wireless communication with nodes capable of harvesting energy emerges as a new technology challenge. In this paper, we investigate the problem of utilizing energy cooperation among energy-harvesting transmitters to maximize the data rate performance. We consider a general framework which can be applied to either cellular networks with base station energy cooperation through wired power grid or sensor networks with transmitting node energy cooperation through wireless power transfer. We model this energy cooperation problem as an infinite horizon Markov decision process (MDP), which can be optimally solved by the value iteration algorithm. Since the optimal value iteration algorithm has high complexity and requires non-causal information, we propose a distributed algorithm by using reinforcement learning and splitting the MDP into several small MDPs, each associated with a transmitter. Simulation results demonstrate the effectiveness of the proposed distributed energy cooperation algorithm.

原文English
主出版物標題2015 IEEE 26th Annual International Symposium on Personal, Indoor, and Mobile Radio Communications, PIMRC 2015
發行者Institute of Electrical and Electronics Engineers Inc.
頁面1584-1588
頁數5
ISBN(電子)9781467367820
DOIs
出版狀態Published - 1 十二月 2015
事件26th IEEE Annual International Symposium on Personal, Indoor, and Mobile Radio Communications, PIMRC 2015 - Hong Kong, China
持續時間: 30 八月 20152 九月 2015

出版系列

名字IEEE International Symposium on Personal, Indoor and Mobile Radio Communications, PIMRC
2015-December

Conference

Conference26th IEEE Annual International Symposium on Personal, Indoor, and Mobile Radio Communications, PIMRC 2015
國家China
城市Hong Kong
期間30/08/152/09/15

指紋 深入研究「Distributed energy cooperation for energy harvesting nodes using reinforcement learning」主題。共同形成了獨特的指紋。

  • 引用此

    Lin, W. T., Lai, I. W., & Lee, C-H. (2015). Distributed energy cooperation for energy harvesting nodes using reinforcement learning. 於 2015 IEEE 26th Annual International Symposium on Personal, Indoor, and Mobile Radio Communications, PIMRC 2015 (頁 1584-1588). [7343551] (IEEE International Symposium on Personal, Indoor and Mobile Radio Communications, PIMRC; 卷 2015-December). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/PIMRC.2015.7343551