Stochastic Arrow-Hurwicz Algorithm for Path Selection and Rate Allocation in Self-Backhauled mmWave Networks
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Institute of Electrical and Electronics Engineers Inc.
Abstract
ne of the key promoters of 5G deployment using millimetre waves is multi-hop self-backhauling. However, the rate allocation and path selection for these networks are challenging tasks. For this purpose, we consider a network utility maximization problem with probabilistic stability constraints. We propose a novel and simple method based on the stochastic Arrow-Hurcwicz algorithm to the optimization problem with gradient estimation using a smoothed functional technique. Numerical results show an improved utility and faster performance compared to the benchmark.
Description
This paper is submitted by the author of IIT (BHU), Varanasi
Keywords
5G mobile communication systems, Approximation algorithms, Benchmarking, Millimeter waves, Optimization, Stability criteria, Stochastic systems, Arrow-hurwicz algorithm, Mm waves, Mmwave network, Resource managemen, Smoothed functional algorithm, Spread-spectrum communication, Stability criterions, Stochastic optimizations, Ultra-dense small cell, Random processes