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Competitive Control with Delayed Imperfect Information

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arxiv 2010.11637 v3 pith:OKAKKE46 submitted 2020-10-22 math.OC cs.SYeess.SYmath.DS

classification math.OCcs.SYeess.SYmath.DS
keywords competitivecontrolinformationpolicyadversarialboundsdelayeddisturbances
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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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