Energy management for age of information control in solar-powered IoT end devices
Autor: | Nail Akar, Abdul Kerim Aydin |
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Přispěvatelé: | Akar, Akar, Nail |
Jazyk: | angličtina |
Rok vydání: | 2021 |
Předmět: |
Internet of things
Markov chain Computer Networks and Communications business.industry Energy management Computer science Control (management) Real-time computing Process (computing) 020302 automobile design & engineering 020206 networking & telecommunications 02 engineering and technology Age of information Solar energy harvesting Markov decision processes 0203 mechanical engineering Metric (mathematics) 0202 electrical engineering electronic engineering information engineering Range (statistics) Wireless Markov decision process Electrical and Electronic Engineering business Information Systems |
Zdroj: | Wireless Networks |
Popis: | In 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. |
Databáze: | OpenAIRE |
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