JOURNAL ARTICLE

Joint Optimization of Cache Placement, User Association, and Channel Selection in Cache-Enabled Multicasting Small-Cell Networks

Jianhua CuiDucheng WuZhiqiang Qin

Year: 2022 Journal:   IEEE Systems Journal Vol: 16 (4)Pages: 5997-6008   Publisher: Institute of Electrical and Electronics Engineers

Abstract

Caching and multicasting are two promising methods to alleviate redundant data transmissions and improve transmission capability in wireless networks. In this article, we focus on the joint resource optimization of cache placement, user association, and channel selection in cache-enabled multicasting small-cell networks. First, we present two weighted hypergraphs to analyze the complex transmission and interference relationships among mobile users (MUs) and small-cell base stations (SBSs) with different files multicasting in different channels. Then, we formulate the combinatorial problem as a nonlinear optimization problem. Considering the hierarchical actions of SBSs and MUs, we further divide the complicated combinatorial optimization problem into following two subproblems, i.e., i) the joint cache placement and channel selection, and ii) the user association. Simultaneously, we propose two potential games $G1$ and $G2$ to analyze the two subproblems, respectively. Thanks to the better response property of potential games, we propose a hierarchical resource allocation game $G_w$ by combining $G1$ and $G2$ to optimize wireless resources iteratively. Lastly, we propose two hierarchical better response algorithms, which can converge to the hierarchical Nash equilibria. Simulation results show that our proposed distributed game method achieves good expectations of global accumulated downloading files.

Keywords:
Cache Selection (genetic algorithm) Computer science Multicast Channel (broadcasting) Theoretical computer science Computer network Artificial intelligence

Metrics

3
Cited By
0.64
FWCI (Field Weighted Citation Impact)
39
Refs
0.61
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Caching and Content Delivery
Physical Sciences →  Computer Science →  Computer Networks and Communications
Cooperative Communication and Network Coding
Physical Sciences →  Computer Science →  Computer Networks and Communications
Advanced Wireless Network Optimization
Physical Sciences →  Engineering →  Electrical and Electronic Engineering
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