A Submodular Optimization Framework for Outage-Aware Cell Association in Heterogeneous Cellular Networks
Gongchao Su,
Bin Chen,
Xiaohui Lin,
Hui Wang and
Lemin Li
Mathematical Problems in Engineering, 2016, vol. 2016, 1-11
Abstract:
In cellular heterogeneous networks (HetNets), offloading users to small cell base stations (SBSs) leads to a degradation in signal to interference plus noise ratio (SINR) and results in high outage probabilities for offloaded users. In this paper, we propose a novel framework to solve the cell association problem with the intention of improving user outage performance while achieving load balancing across different tiers of BSs. We formulate a combinatorial utility maximization problem with weighted BS loads that achieves proportional fairness among users and also takes into account user outage performance. A formulation of the weighting parameters is proposed to discourage assigning users to BSs with high outage probabilities. In addition, we show that the combinatorial optimization problem can be reformulated as a monotone submodular maximization problem and it can be readily solved via a greedy algorithm with lazy evaluations. The obtained solution offers a constant performance guarantee to the cell association problem. Simulation results show that our proposed approach leads to over 30% reduction in outage probabilities for offloaded users and achieves load balancing across macrocell and small cell BSs.
Date: 2016
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Persistent link: https://EconPapers.repec.org/RePEc:hin:jnlmpe:4567625
DOI: 10.1155/2016/4567625
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