Queue-aware Energy Efficient Control for Dense Wireless Networks

Abstract : We consider the problem of long term power allocation in dense wireless networks. The framework considered in this paper is of interest for machine-type communications (MTC). In order to guarantee an optimal operation of the system while being as power efficient as possible, the allocation policy must take into account both the channel and queue states of the devices. This is a complex stochastic optimization problem, that can be cast as a Markov Decision Process (MDP) over a huge state space. In order to tackle this state space explosion, we perform a mean-field approximation on the MDP. Letting the number of devices grow to infinity the MDP converges to a deterministic control problem. By solving the Hamilton-Jacobi-Bellman Equation, we obtain a well-performing power allocation policy for the original stochastic problem, which turns out to be a threshold-based policy and can then be easily implemented in practice.
Type de document :
Communication dans un congrès
2018 IEEE International Symposium on Information Theory (ISIT), Jun 2018, Colorado, United States. 〈10.1109/isit.2018.8437689 〉
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https://hal.archives-ouvertes.fr/hal-01804901
Contributeur : Mohamad Assaad <>
Soumis le : vendredi 1 juin 2018 - 11:05:11
Dernière modification le : jeudi 11 octobre 2018 - 11:05:57

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Maialen Larrañaga, Mohamad Assaad, Koen De Turck. Queue-aware Energy Efficient Control for Dense Wireless Networks. 2018 IEEE International Symposium on Information Theory (ISIT), Jun 2018, Colorado, United States. 〈10.1109/isit.2018.8437689 〉. 〈hal-01804901〉

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