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Age-of-information with information source diversity in an energy harvesting system
File | Description | Size | Format | |
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GBG_TGCN21.pdf | Accepted version | 2.55 MB | Adobe PDF | View/Open |
Title: | Age-of-information with information source diversity in an energy harvesting system |
Authors: | Gindullina, E Badia, L Gunduz, D |
Item Type: | Journal Article |
Abstract: | Age of information (AoI) is a key performance metric for the Internet of things (IoT). Timely status updates are essential for many IoT applications; however, they often suffer from harsh energy constraints and the unreliability of underlying information sources. To overcome these unpredictabilities, one can employ multiple sources that track the same process of interest, but with different energy costs and reliabilities. We consider an energy-harvesting (EH) monitoring node equipped with a finite-size battery and collecting status updates from multiple heterogeneous information sources. We investigate the policies that minimize the average AoI, formulating a Markov decision process (MDP) to choose the optimal actions of either updating from one of the sources or remaining idle, based on the current energy level and the AoI at the monitoring node. We analyze the structure of the optimal solution for different cost/AoI distribution combinations, and compare its performance with an aggressive policy that transmits whenever possible. |
Issue Date: | 1-Sep-2021 |
Date of Acceptance: | 9-Jun-2021 |
URI: | http://hdl.handle.net/10044/1/92913 |
DOI: | 10.1109/TGCN.2021.3092272 |
ISSN: | 2473-2400 |
Publisher: | Institute of Electrical and Electronics Engineers |
Start Page: | 1529 |
End Page: | 1540 |
Journal / Book Title: | IEEE Transactions on Green Communications and Networking |
Volume: | 5 |
Issue: | 3 |
Copyright Statement: | © 2021 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. |
Keywords: | Science & Technology Technology Telecommunications Monitoring Internet of Things Sensors Batteries Markov processes Wireless sensor networks Robot sensing systems Age of information energy harvesting heterogeneous systems Markov decision process INTERNET Science & Technology Technology Telecommunications Monitoring Internet of Things Sensors Batteries Markov processes Wireless sensor networks Robot sensing systems Age of information energy harvesting heterogeneous systems Markov decision process INTERNET |
Publication Status: | Published |
Online Publication Date: | 2021-06-24 |
Appears in Collections: | Electrical and Electronic Engineering |