Optimal Energy Supplementary and Data Transmission Schedule for Energy Harvesting Transmitter With Reliable Energy Backup

For the Energy harvesting (EH) transmitter equipped with a Reliable Energy Backup (REB), the following problem is challenging and important: how to minimize the amount of energy supplied by the REB, such that the harvested energy is efficiently utilized for transmitting a given amount of data within...

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Main Authors: Xiangcheng Wu, Liansheng Tan, Shengda Tang
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9186036/
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spelling doaj-386f2a89f9f9455499b1ad752c070a902021-03-30T03:32:54ZengIEEEIEEE Access2169-35362020-01-01816183816184610.1109/ACCESS.2020.30214689186036Optimal Energy Supplementary and Data Transmission Schedule for Energy Harvesting Transmitter With Reliable Energy BackupXiangcheng Wu0https://orcid.org/0000-0003-0981-2251Liansheng Tan1https://orcid.org/0000-0001-6587-9923Shengda Tang2https://orcid.org/0000-0003-2802-1498Department of Computer Science, Central China Normal University, Wuhan, ChinaDepartment of Computer Science, Central China Normal University, Wuhan, ChinaSchool of Mathematics and Statistics, Guangxi Normal University, Guilin, ChinaFor the Energy harvesting (EH) transmitter equipped with a Reliable Energy Backup (REB), the following problem is challenging and important: how to minimize the amount of energy supplied by the REB, such that the harvested energy is efficiently utilized for transmitting a given amount of data within a fixed delay constraint. In this paper, we first develop a stochastic model for this problem. We then discuss the optimization issue of delay-constrained data transmission over a fading wireless channel. We transform the delay constraint into the penalty function, and then the energy constrained control problem is modeled as a Markov decision process (MDP) without constraint, by which we obtain the optimal energy supplementary policy and the minimum of the expected energy consumption from REB. In the special case that the energy of the transmitter is supplied by REB alone, we find that the optimal energy supplementary policy is non-decreasing in the elapsed transmission time and for the remaining task of data transmission. This substantially reduces the computational complexity required to implement the optimal energy supplementary policy for a general EH wireless device. Numerical studies validate the theoretical findings, and observations are outlined to demonstrate the characteristics of the optimal energy supplementary policy and the minimum expected energy expenditure from the REB.https://ieeexplore.ieee.org/document/9186036/Energy harvesting transmitterreliable energy backup (REB)energy supplementary policyMarkov decision process (MDP)
collection DOAJ
language English
format Article
sources DOAJ
author Xiangcheng Wu
Liansheng Tan
Shengda Tang
spellingShingle Xiangcheng Wu
Liansheng Tan
Shengda Tang
Optimal Energy Supplementary and Data Transmission Schedule for Energy Harvesting Transmitter With Reliable Energy Backup
IEEE Access
Energy harvesting transmitter
reliable energy backup (REB)
energy supplementary policy
Markov decision process (MDP)
author_facet Xiangcheng Wu
Liansheng Tan
Shengda Tang
author_sort Xiangcheng Wu
title Optimal Energy Supplementary and Data Transmission Schedule for Energy Harvesting Transmitter With Reliable Energy Backup
title_short Optimal Energy Supplementary and Data Transmission Schedule for Energy Harvesting Transmitter With Reliable Energy Backup
title_full Optimal Energy Supplementary and Data Transmission Schedule for Energy Harvesting Transmitter With Reliable Energy Backup
title_fullStr Optimal Energy Supplementary and Data Transmission Schedule for Energy Harvesting Transmitter With Reliable Energy Backup
title_full_unstemmed Optimal Energy Supplementary and Data Transmission Schedule for Energy Harvesting Transmitter With Reliable Energy Backup
title_sort optimal energy supplementary and data transmission schedule for energy harvesting transmitter with reliable energy backup
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2020-01-01
description For the Energy harvesting (EH) transmitter equipped with a Reliable Energy Backup (REB), the following problem is challenging and important: how to minimize the amount of energy supplied by the REB, such that the harvested energy is efficiently utilized for transmitting a given amount of data within a fixed delay constraint. In this paper, we first develop a stochastic model for this problem. We then discuss the optimization issue of delay-constrained data transmission over a fading wireless channel. We transform the delay constraint into the penalty function, and then the energy constrained control problem is modeled as a Markov decision process (MDP) without constraint, by which we obtain the optimal energy supplementary policy and the minimum of the expected energy consumption from REB. In the special case that the energy of the transmitter is supplied by REB alone, we find that the optimal energy supplementary policy is non-decreasing in the elapsed transmission time and for the remaining task of data transmission. This substantially reduces the computational complexity required to implement the optimal energy supplementary policy for a general EH wireless device. Numerical studies validate the theoretical findings, and observations are outlined to demonstrate the characteristics of the optimal energy supplementary policy and the minimum expected energy expenditure from the REB.
topic Energy harvesting transmitter
reliable energy backup (REB)
energy supplementary policy
Markov decision process (MDP)
url https://ieeexplore.ieee.org/document/9186036/
work_keys_str_mv AT xiangchengwu optimalenergysupplementaryanddatatransmissionscheduleforenergyharvestingtransmitterwithreliableenergybackup
AT lianshengtan optimalenergysupplementaryanddatatransmissionscheduleforenergyharvestingtransmitterwithreliableenergybackup
AT shengdatang optimalenergysupplementaryanddatatransmissionscheduleforenergyharvestingtransmitterwithreliableenergybackup
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