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Age-of-information with information source diversity in an energy harvesting system

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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