Energy management for age of information control in solar-powered IoT end devices

buir.contributor.authorAkar
buir.contributor.authorAkar, Nail
buir.contributor.orcidAkar, Nail|0000-0001-8143-1379
dc.citation.epage3178en_US
dc.citation.spage3165en_US
dc.citation.volumeNumber27en_US
dc.contributor.authorAydin, A. K.
dc.contributor.authorAkar, Nail
dc.date.accessioned2022-02-11T10:30:30Z
dc.date.available2022-02-11T10:30:30Z
dc.date.issued2021-07
dc.departmentDepartment of Electrical and Electronics Engineeringen_US
dc.description.abstractIn this paper, we propose several harvesting-aware energy management policies for solar-powered wireless IoT end devices that asynchronously send status updates for their surrounding environments to a network gateway device. For such devices, we aim at minimizing the average age of information (AoI) metric which has recently been investigated extensively for status update systems. The proposed energy management policies are obtained using discrete-time Markov chain-based modeling of the stochastic intra-day variations of the solar energy harvesting process in conjunction with the average reward Markov decision process formulation. With this approach, energy management policies are constructed by using the time of day and month of year information in addition to the instantaneous values of the age of information and the battery level. The effectiveness of the proposed energy management policies in terms of their capability to reduce the average AoI as well as improving upon the tail of the AoI distribution, is validated with empirical data for a wide range of system parameters.en_US
dc.description.provenanceSubmitted by Dilan Ayverdi (dilan.ayverdi@bilkent.edu.tr) on 2022-02-11T10:30:29Z No. of bitstreams: 1 Energy_management_for_age_of_information_control_in_solar-powered_IoT_end_devices.pdf: 989648 bytes, checksum: bdb4a3e846b1be8dcfb8bc6a8a17f364 (MD5)en
dc.description.provenanceMade available in DSpace on 2022-02-11T10:30:30Z (GMT). No. of bitstreams: 1 Energy_management_for_age_of_information_control_in_solar-powered_IoT_end_devices.pdf: 989648 bytes, checksum: bdb4a3e846b1be8dcfb8bc6a8a17f364 (MD5) Previous issue date: 2021-07en
dc.identifier.doi10.1007/s11276-021-02637-8en_US
dc.identifier.eissn1572-8196
dc.identifier.issn1022-0038
dc.identifier.urihttp://hdl.handle.net/11693/77275
dc.language.isoEnglishen_US
dc.publisherSpringeren_US
dc.relation.isversionofhttps://doi.org/10.1007/s11276-021-02637-8en_US
dc.source.titleWireless Networksen_US
dc.subjectInternet of thingsen_US
dc.subjectSolar energy harvestingen_US
dc.subjectEnergy managementen_US
dc.subjectAge of informationen_US
dc.subjectMarkov decision processesen_US
dc.titleEnergy management for age of information control in solar-powered IoT end devicesen_US
dc.typeArticleen_US

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