Optimizing Information Freshness in Two-Hop Status Update Systems under a Resource Constraint
July 06, 2020 Β· Declared Dead Β· π IEEE Journal on Selected Areas in Communications
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Authors
Yifan Gu, Qian Wang, He Chen, Yonghui Li, Branka Vucetic
arXiv ID
2007.02531
Category
cs.IT: Information Theory
Cross-listed
cs.NI,
eess.SP
Citations
49
Venue
IEEE Journal on Selected Areas in Communications
Last Checked
5 months ago
Abstract
In this paper, we investigate the age minimization problem for a two-hop relay system, under a resource constraint on the average number of forwarding operations at the relay. We first design an optimal policy by modelling the considered scheduling problem as a constrained Markov decision process (CMDP) problem. Based on the observed multi-threshold structure of the optimal policy, we then devise a low-complexity double threshold relaying (DTR) policy with only two thresholds, one for relay's AoI and the other one for the age gain between destination and relay. We derive approximate closed-form expressions of the average AoI at the destination, and the average number of forwarding operations at the relay for the DTR policy, by modelling the tangled evolution of age at relay and destination as a Markov chain (MC). Numerical results validate all the theoretical analysis, and show that the low-complexity DTR policy can achieve near optimal performance compared with the optimal CMDP-based policy. Moreover, the relay should always consider the threshold for its local age to maintain a low age at the destination. When the resource constraint is relatively tight, it further needs to consider the threshold on the age gain to ensure that only those packets that can decrease destination's age dramatically will be forwarded.
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