IEEE Transactions on Wireless Communications · 2013 · 1.3K citations · 31 references
ComputingComputer ScienceComputer NetworksDistributed SystemsOptimizationCombinatorial OptimizationCommunication NetworksLoad BalancingMobile NetworksNetwork OptimizationBiasing TechniquesCapacity OptimizationCellular Communication NetworksCellular NetworksConvex RelaxationsHeterogeneous Cellular NetworksSmall Cell NetworksUtility Maximization
For small cell technology to significantly increase the capacity of tower-based cellular networks, mobile users will need to be actively pushed onto the more lightly loaded tiers (corresponding to, e.g., pico and femtocells), even if they offer a lower instantaneous SINR than the macrocell base station (BS). Optimizing a function of the long-term rate for each user requires (in general) a massive utility maximization problem over all the SINRs and BS loads. On the other hand, an actual implementation will likely resort to a simple biasing approach where a BS in tier j is treated as having its SINR multiplied by a factor A <sub xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">j</sub> ≥ 1, which makes it appear more attractive than the heavily-loaded macrocell. This paper bridges the gap between these approaches through several physical relaxations of the network-wide association problem, whose solution is NP hard. We provide a low-complexity distributed algorithm that converges to a near-optimal solution with a theoretical performance guarantee, and we observe that simple per-tier biasing loses surprisingly little, if the bias values A <sub xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">j</sub> are chosen carefully. Numerical results show a large (3.5x) throughput gain for cell-edge users and a 2x rate gain for median users relative to a maximizing received power association.
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A survey on 3GPP heterogeneous networks
Aleksandar Damnjanovic, Juan Montojo, Yongbin Wei et al. · IEEE Wireless Communications · 2011 · 1.7K citations
1Modeling and Analysis of K-Tier Downlink Heterogeneous Cellular Networks
2012 · 1.4K citations
Femtocells: Past, Present, and Future
Jeffrey G. Andrews, Mischa Döhler, Sundeep Rangan et al. · IEEE Journal on Selected Areas in Communications · 2012 · 1.2K citations