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Scheduling Algorithms for Minimizing Age of Information in Wireless Broadcast Networks with Random Arrivals: The No-Buffer Case

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arxiv 1712.07419 v4 pith:H2DCKPZG submitted 2017-12-20 math.OC cs.ITcs.NImath.IT

classification math.OCcs.ITcs.NImath.IT
keywords schedulingalgorithminformationonlinecaseindexmdp-basedstructural
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Age of information is a new network performance metric that captures the freshness of information at end-users. This paper studies the age of information from a scheduling perspective. To that end, we consider a wireless broadcast network where a base-station (BS) is updating many users on random information arrivals under a transmission capacity constraint. For the offline case when the arrival statistics are known to the BS, we develop a structural MDP scheduling algorithm and an index scheduling algorithm, leveraging Markov decision process (MDP) techniques and the Whittle's methodology for restless bandits. By exploring optimal structural results, we not only reduce the computational complexity of the MDP-based algorithm, but also simplify deriving a closed form of the Whittle index. Moreover, for the online case, we develop an MDP-based online scheduling algorithm and an index-based online scheduling algorithm. Both the structural MDP scheduling algorithm and the MDP-based online scheduling algorithm asymptotically minimize the average age, while the index scheduling algorithm minimizes the average age when the information arrival rates for all users are the same. Finally, the algorithms are validated via extensive numerical studies.

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Cited by 2 Pith papers

Reviewed papers in the Pith corpus that reference this work. Sorted by Pith novelty score. Full citation record

  1. A Novel Switch-Type Policy Network for Resource Allocation Problems: Technical Report

    cs.LG 2025-01 conditional novelty 6.0 of 10

    A monotonic 'switch-type' policy network beats MLP policies on sample efficiency and zero-shot generalization in queueing network control tasks.

  2. A Whittle Index Approach to Minimizing Functions of Age of Information

    cs.IT 2019-08 conditional novelty 6.0 of 10

    For two status-update sources with reliable channels, the Whittle index policy exactly minimizes the time-average of any non-decreasing cost function of Age of Information.

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