Caching Policies for Delay Minimization in Small Cell Networks With Coordinated Multi-Point Joint Transmissions

In 5G and beyond network architectures, operators and content providers base their content distribution strategies on Heterogeneous Networks, where macro and small cells are combined to offer better Quality of Service to wireless users. On top of such networks, edge caching and Coordinated Multi-Poi...

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Published in:IEEE/ACM transactions on networking Vol. 29; no. 3; pp. 1105 - 1115
Main Authors: Ricardo, Guilherme Iecker, Tuholukova, Alina, Neglia, Giovanni, Spyropoulos, Thrasyvoulos
Format: Journal Article
Language:English
Published: New York IEEE 01-06-2021
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Abstract In 5G and beyond network architectures, operators and content providers base their content distribution strategies on Heterogeneous Networks, where macro and small cells are combined to offer better Quality of Service to wireless users. On top of such networks, edge caching and Coordinated Multi-Point (CoMP) joint transmissions are used to further improve performance. In this paper, we address the average delay minimization problem by first formulating it as a static optimization problem. Even though the problem is NP-hard we are able to solve it via an efficient algorithm that guarantees a <inline-formula> <tex-math notation="LaTeX">\frac {1}{2} </tex-math></inline-formula>-approximation ratio. We then proceed to propose two fully distributed and dynamic caching policies for the same problem. The first one asymptotically converges to the static optimal solution under the Independent Reference Model (IRM). The second one provides better results in practice under real (non-stationary) request processes. Our online policies outperform existing dynamic solutions that are PHY-unaware.
AbstractList In 5G and beyond network architectures, operators and content providers base their content distribution strategies on Heterogeneous Networks, where macro and small cells are combined to offer better Quality of Service to wireless users. On top of such networks, edge caching and Coordinated Multi-Point (CoMP) joint transmissions are used to further improve performance. In this paper, we address the average delay minimization problem by first formulating it as a static optimization problem. Even though the problem is NP-hard we are able to solve it via an efficient algorithm that guarantees a 1 2-approximation ratio. We then proceed to propose two fully distributed and dynamic caching policies for the same problem. The first one asymptotically converges to the static optimal solution under the Independent Reference Model (IRM). The second one provides better results in practice under real (nonstationary) request processes. Our online policies outperform existing dynamic solutions that are PHY-unaware.
In 5G and beyond network architectures, operators and content providers base their content distribution strategies on Heterogeneous Networks, where macro and small cells are combined to offer better Quality of Service to wireless users. On top of such networks, edge caching and Coordinated Multi-Point (CoMP) joint transmissions are used to further improve performance. In this paper, we address the average delay minimization problem by first formulating it as a static optimization problem. Even though the problem is NP-hard we are able to solve it via an efficient algorithm that guarantees a <inline-formula> <tex-math notation="LaTeX">\frac {1}{2} </tex-math></inline-formula>-approximation ratio. We then proceed to propose two fully distributed and dynamic caching policies for the same problem. The first one asymptotically converges to the static optimal solution under the Independent Reference Model (IRM). The second one provides better results in practice under real (non-stationary) request processes. Our online policies outperform existing dynamic solutions that are PHY-unaware.
In 5G and beyond network architectures, operators and content providers base their content distribution strategies on Heterogeneous Networks, where macro and small cells are combined to offer better Quality of Service to wireless users. On top of such networks, edge caching and Coordinated Multi-Point (CoMP) joint transmissions are used to further improve performance. In this paper, we address the average delay minimization problem by first formulating it as a static optimization problem. Even though the problem is NP-hard we are able to solve it via an efficient algorithm that guarantees a [Formula Omitted]-approximation ratio. We then proceed to propose two fully distributed and dynamic caching policies for the same problem. The first one asymptotically converges to the static optimal solution under the Independent Reference Model (IRM). The second one provides better results in practice under real (non-stationary) request processes. Our online policies outperform existing dynamic solutions that are PHY-unaware.
Author Tuholukova, Alina
Spyropoulos, Thrasyvoulos
Neglia, Giovanni
Ricardo, Guilherme Iecker
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Keywords Edge caching
joint transmission
optimization
distributed algorithms
heterogeneous cellular networks
CoMP
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SubjectTerms Algorithms
Base stations
Caching
CoMP
Computer Aided Engineering
Computer architecture
Computer Science
Delays
distributed algorithms
Edge caching
heterogeneous cellular networks
joint transmission
Minimization
Networks
Optimization
Policies
Quality of service architectures
Resource management
Servers
Signal to noise ratio
Title Caching Policies for Delay Minimization in Small Cell Networks With Coordinated Multi-Point Joint Transmissions
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