mlsanityData to 14 Oct 2026

Optimal Scheduling for Discounted Age Penalty Minimization in Multi-Loop Networked Control

arXiv 1908.01503 ↗First posted 5 Aug 2019cs.IT cs.NI math.ITcited by 1

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Abstract (arXiv)

Age-of-information (AoI) is a metric quantifying information freshness at the receiver. Since AoI combines packet generation frequency, packet loss, and delay into a single metric, it has received a lot of research attention as an interface between communication network and application. In this work, we apply AoI to the problem of wireless scheduling for multi-loop networked control systems (NCS), i.e., feedback control loops closed over a shared wireless network. We model the scheduling problem as a Markov decision process (MDP) with AoI as its observable states and derive a relation of control system error and AoI. We further derive a stationary scheduling policy to minimize control error over an infinite horizon. We show that our scheduler outperforms the state-of-the-art scheduling policies for NCS. To the best of our knowledge, this is the first work proposing an AoI-based wireless scheduling policy that minimizes the control error over an infinite horizon for multi-loop NCS.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). First posted on arXiv 5 Aug 2019.

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