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Sökning: id:"swepub:oai:DiVA.org:liu-197584" > Scheduling Policies...

Scheduling Policies for AoI Minimization With Timely Throughput Constraints

Fountoulakis, Emmanouil (författare)
Linköpings universitet,Kommunikations- och transportsystem,Tekniska fakulteten,Ericsson AB, Sweden
Charalambous, Themistoklis (författare)
Univ Cyprus, Cyprus
Ephremides, Anthony (författare)
Univ Maryland, MD 20742 USA
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Pappas, Nikolaos (författare)
Linköpings universitet,Databas och informationsteknik,Tekniska fakulteten
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 (creator_code:org_t)
IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC, 2023
2023
Engelska.
Ingår i: IEEE Transactions on Communications. - : IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC. - 0090-6778 .- 1558-0857. ; 71:7, s. 3905-3917
  • Tidskriftsartikel (refereegranskat)
Abstract Ämnesord
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  • In 5G and beyond communication systems, the notion of latency gets great momentum in wireless connectivity as a metric for serving real-time communications requirements. However, in many applications, research has pointed out that latency could be inefficient to handle applications with data freshness requirements. Recently, Age of Information (AoI) metric, which can capture the freshness of the data, has attracted a lot of attention. In this work, we consider mixed traffic with time-sensitive users; a deadline-constrained user, and an AoI-oriented user. To develop an efficient scheduling policy, we cast a novel optimization problem formulation for minimizing the average AoI while satisfying the timely throughput constraints. The formulated problem is cast as a Constrained Markov Decision Process (CMDP). We relax the constrained problem to an unconstrained Markov Decision Process (MDP) problem by utilizing the Lyapunov optimization theory and it can be proved that it is solved per frame by applying backward dynamic programming algorithms with optimality guarantees. In addition, we provide a low-complexity algorithm guaranteeing that the timely-throughput constraint is satisfied. Simulation results show that the timely throughput constraints are satisfied while minimizing the average AoI. Simulation results show the convergence of the algorithms for different values of the weighted factor and the trade-off between the AoI and the timely throughput.

Ämnesord

NATURVETENSKAP  -- Data- och informationsvetenskap -- Datorteknik (hsv//swe)
NATURAL SCIENCES  -- Computer and Information Sciences -- Computer Engineering (hsv//eng)

Nyckelord

Age of Information (AoI); low latency communications; Markov Decision Process (MDP); Lyapunov optimization theory

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