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Consistency of Value of Information: Effects of Packet Loss and Time Delay in Networked Control Systems Tasks

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arxiv 2403.11932 v1 pith:SLPW4BL7 submitted 2024-03-18 cs.IT math.ITmath.OC

classification cs.ITmath.ITmath.OC
keywords policycontrolinformationestimationvalueconsistencydelaynetworked
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abstract

In this chapter, we study the consistency of the value of information$\unicode{x2014}$a semantic metric that claims to determine the right piece of information in networked control systems tasks$\unicode{x2014}$in a lossy and delayed communication regime. Our analysis begins with a focus on state estimation, and subsequently extends to feedback control. To that end, we make a causal tradeoff between the packet rate and the mean square error. Associated with this tradeoff, we demonstrate the existence of an optimal policy profile, comprising a symmetric threshold scheduling policy based on the value of information for the encoder and a non-Gaussian linear estimation policy for the decoder. Our structural results assert that the scheduling policy is expressible in terms of $3d-1$ variables related to the source and the channel, where $d$ is the time delay, and that the estimation policy incorporates no residual related to signaling. We then construct an optimal control policy by exploiting the separation principle.

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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. Status Updating via Integrated Sensing and Communication: Freshness Optimisation

    cs.IT 2026-01 reject novelty 5.0 of 10

    For an ISAC status-update problem, the paper claims the optimal policy has a monotone threshold structure, but the proof of the required monotonicity lemma is flawed.

  2. Timely Remote Estimation with Memory at the Receiver

    eess.SP 2025-01 conditional novelty 5.0 of 10

    A receiver buffer of past packets scheduled by a Maximum Gain First policy over age-of-information vectors reduces remote estimation error for a simulated autoregressive source.

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