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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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Consistency of Value of Information: Effects of Packet Loss and Time Delay in Networked Control Systems Tasks
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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.
Forward citations
Cited by 1 Pith paper
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Status Updating via Integrated Sensing and Communication: Freshness Optimisation
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.
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