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Age-of-Information Aware Scheduling for Heterogeneous Sources

Published: 15 October 2018 Publication History

Abstract

We consider a system consisting of multiple sensors, a central monitoring station, and multiple orthogonal frequency channels. The sensors measure heterogeneous time-varying signals and report their measurements to the central monitoring station which uses them to make control decisions. Due to limited communication capacity, not all sensors can send updates to the monitoring station at all times. The cost of the system pays at any time is a weighted sum of the ages-of-information of the various sensors at that time. The goal is to design scheduling policies which minimize the time-average of this cost. We propose a policy called SQRT-Weight which schedules updates from sensors at a frequency proportional to the square-root of the corresponding weights and show that this policy is asymptotically 8--optimal. In addition, we compare the performance of the SQRT-Weight policy with other natural scheduling policies via simulations.

References

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Marica Amadeo, Claudia Campolo, and Antonella Molinaro. 2014. Multi-source data retrieval in IoT via named data networking. In Proceedings of the 1st international conference on Information-centric networking. ACM, 67--76.
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Ahmed M Bedewy, Yin Sun, and Ness B Shroff. 2016. Optimizing data freshness, throughput, and delay in multi-server information-update systems. In Information Theory (ISIT), 2016 IEEE International Symposium on. IEEE, 2569--2573.
[3]
Prakirt Raj Jhunjhunwala and Sharayu Moharir. 2018. Age-of-Information aware scheduling. SPCOM (2018).
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Sanjit Kaul, Marco Gruteser, Vinuth Rai, and John Kenney. 2011. Minimizing age of information in vehicular networks. In Sensor, Mesh and Ad Hoc Communications and Networks (SECON), 2011 8th Annual IEEE Communications Society Conference on. IEEE, 350--358.
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Sanjit K Kaul, Roy D Yates, and Marco Gruteser. 2012. Status updates through queues. In Information Sciences and Systems (CISS), 2012 46th Annual Conference on. IEEE, 1--6.
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Caleb Skinner, Yu Sang, and Bo Ji. 2016. Improving timeliness of information through replicating requests. In Sarnoff Symposium, 2016 IEEE 37th. IEEE, 1--2.
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Bejjipuram Sombabu and Sharayu Moharir. 2018. Age-of-Information Aware Scheduling for Heterogeneous Sources. (2018). https://www.dropbox.com/s/1lvh32s183j25zy/main.pdf?dl=0
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Vishrant Tripathi and Sharayu Moharir. 2017. Age of Information in Multi-Source Systems. In GLOBECOM 2017--2017 IEEE Global Communications Conference. IEEE, 1--6.

Cited By

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  • (2024)Learning-based Scheduling for Information Accuracy and Freshness in Wireless Networks2024 International Conference on Signal Processing and Communications (SPCOM)10.1109/SPCOM60851.2024.10631643(1-5)Online publication date: 1-Jul-2024
  • (2024)Age of Information-Based Channel Scheduling Policy in IoT Networks Under Dynamic Channel ConditionsWireless Sensor Networks10.1007/978-981-97-1010-2_7(88-98)Online publication date: 1-Mar-2024
  • (2023)Exploring the Tradeoff between Age of Information and Synchronization over Broadcast Channels2023 21st International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks (WiOpt)10.23919/WiOpt58741.2023.10349824(302-309)Online publication date: 24-Aug-2023
  • Show More Cited By

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cover image ACM Conferences
MobiCom '18: Proceedings of the 24th Annual International Conference on Mobile Computing and Networking
October 2018
884 pages
ISBN:9781450359030
DOI:10.1145/3241539
Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 15 October 2018

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Author Tags

  1. age of information
  2. heterogeneous sources
  3. on-off channel
  4. scheduling
  5. sensors

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MobiCom '18 Paper Acceptance Rate 42 of 187 submissions, 22%;
Overall Acceptance Rate 420 of 2,893 submissions, 15%

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Cited By

View all
  • (2024)Learning-based Scheduling for Information Accuracy and Freshness in Wireless Networks2024 International Conference on Signal Processing and Communications (SPCOM)10.1109/SPCOM60851.2024.10631643(1-5)Online publication date: 1-Jul-2024
  • (2024)Age of Information-Based Channel Scheduling Policy in IoT Networks Under Dynamic Channel ConditionsWireless Sensor Networks10.1007/978-981-97-1010-2_7(88-98)Online publication date: 1-Mar-2024
  • (2023)Exploring the Tradeoff between Age of Information and Synchronization over Broadcast Channels2023 21st International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks (WiOpt)10.23919/WiOpt58741.2023.10349824(302-309)Online publication date: 24-Aug-2023
  • (2023)Age-Optimal Multi-Channel-Scheduling Under Energy and Tolerance ConstraintsIEEE INFOCOM 2023 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS)10.1109/INFOCOMWKSHPS57453.2023.10225856(1-8)Online publication date: 20-May-2023
  • (2022)Regret of Age-of-Information BanditsIEEE Transactions on Communications10.1109/TCOMM.2021.311803770:1(87-100)Online publication date: Jan-2022
  • (2022)Multi-Player Age-of-Information Bandits: A Trekking Approach2022 14th International Conference on COMmunication Systems & NETworkS (COMSNETS)10.1109/COMSNETS53615.2022.9668362(595-603)Online publication date: 4-Jan-2022
  • (2021)Correlated Age-of-Information Bandits2021 IEEE Wireless Communications and Networking Conference (WCNC)10.1109/WCNC49053.2021.9417327(1-6)Online publication date: 29-Mar-2021
  • (2021)Decentralized Age-of-Information Bandits2021 IEEE Wireless Communications and Networking Conference (WCNC)10.1109/WCNC49053.2021.9417301(1-6)Online publication date: 29-Mar-2021
  • (2021)Minimizing the Age of Information in Wireless Networks with Stochastic ArrivalsIEEE Transactions on Mobile Computing10.1109/TMC.2019.295977420:3(1173-1185)Online publication date: 1-Mar-2021
  • (2021)Link Resource Allocation Strategy Based on Age of Information and Sample Extrusion Awareness in Dynamic ChannelsIEEE Access10.1109/ACCESS.2021.30894869(88048-88059)Online publication date: 2021

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