Competitive Control with Delayed Imperfect Information
This paper studies the impact of imperfect information in online control with adversarial disturbances. In particular, we consider both delayed state feedback and inexact predictions of future disturbances. We introduce a greedy, myopic policy that yields a constant competitive ratio against the off...
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Zusammenfassung: | This paper studies the impact of imperfect information in online control with
adversarial disturbances. In particular, we consider both delayed state
feedback and inexact predictions of future disturbances. We introduce a greedy,
myopic policy that yields a constant competitive ratio against the offline
optimal policy. We also analyze the fundamental limits of online control with
limited information by showing that our competitive ratio bounds for the
greedy, myopic policy in the adversarial setting match (up to lower-order
terms) lower bounds in the stochastic setting. |
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DOI: | 10.48550/arxiv.2010.11637 |