Fast-Convergent Learning-aided Control in Energy Harvesting Networks

IEEE Transactions on Mobile Computing, pp. 5518-5525, 2020.

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Abstract:

In this paper, we present a novel learning-aided energy management scheme ($\mathtt{LEM}$) for multihop energy harvesting networks. Different from prior works on this problem, our algorithm explicitly incorporates information learning into system control via a step called \emph{perturbed dual learning}. $\mathtt{LEM}$ does not require a...More

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