Wireless Content Caching for Small Cell and D2D Networks
arXiv:1603.04341 · doi:10.1109/JSAC.2016.2545413
Abstract
The fifth generation wireless networks must provide fast and reliable connectivity while coping with the ongoing traffic growth. It is of paramount importance that the required resources, such as energy and bandwidth, do not scale with traffic. While the aggregate network traffic is growing at an unprecedented rate, users tend to request the same popular contents at different time instants. Therefore, caching the most popular contents at the network edge is a promising solution to reduce the traffic and the energy consumption over the backhaul links. In this paper, two scenarios are considered, where caching is performed either at a small base station, or directly at the user terminals, which communicate using \ac{D2D} communications. In both scenarios, joint design of the transmission and caching policies is studied when the user demands are known in advance. This joint design offers two different caching gains, namely, the \textit{pre-downloading} and \textit{local caching gains}. It is shown that the finite cache capacity limits the attainable gains, and creates an inherent tradeoff between the two types of gains. In this context, a continuous time optimization problem is formulated to determine the optimal transmission and caching policies that minimize a generic cost function, such as energy, bandwidth, or throughput. The jointly optimal solution is obtained by demonstrating that caching files at a constant rate is optimal, which allows to reformulate the problem as a finite-dimensional convex program. The numerical results show that the proposed joint transmission and caching policy dramatically reduces the total cost, which is particularised to the total energy consumption at the \ac{MBS}, as well as to the total economical cost for the service provider, when users demand economical incentives for delivering content to other users over the D2D links.
To appear in the IEEE Journal on Selected Areas - Series on Green Communications and Networking
References in corpus (1)
Cited by in corpus (36)
- Edge Intelligence: Architectures, Challenges, and Applications
- Wireless Video Caching and Dynamic Streaming under Differentiated Quality Requirements
- A Survey on Low Latency Towards 5G: RAN, Core Network and Caching Solutions
- Coded Caching Schemes with Low Rate and Subpacketizations
- A Non-Stationary Bandit-Learning Approach to Energy-Efficient Femto-Caching with Rateless-Coded Transmission
- A Stackelberg Game for Incentive Proactive Caching Mechanisms in Wireless Networks
- Coded Caching and Content Delivery with Heterogeneous Distortion Requirements
- Centralized Coded Caching of Correlated Contents
- Markov Decision Policies for Dynamic Video Delivery in Wireless Caching Networks
- Constructions of Coded Caching Schemes with Flexible Memory Size
- Cache-Aided Private Information Retrieval with Partially Known Uncoded Prefetching: Fundamental Limits
- A rolling-horizon dynamic programming approach for collaborative caching
- Proactive Caching for Energy-Efficiency in Wireless Networks: A Markov Decision Process Approach
- Interference Networks with Caches at Both Ends
- Caching With Time-Varying Popularity Profiles: A Learning-Theoretic Perspective
- Mean-Field Game Theoretic Edge Caching in Ultra-Dense Networks
- A Novel Recursive Construction for Coded Caching Schemes
- Joint Distributed Link Scheduling and Power Allocation for Content Delivery in Wireless Caching Networks
- Coded Caching Clusters with Device-to-Device Communications
- Cache-enabled Uplink Transmission in Wireless Small Cell Networks
- Mobile Edge Caching: An Optimal Auction Approach
- Cost-Effective Cache Deployment in Mobile Heterogeneous Networks
- Learning to Cache: Distributed Coded Caching in a Cellular Network With Correlated Demands
- Performance Analysis of Fog-Aided D2D Networks with Multicast-Based Opportunistic Content Delivery
- Cache-Aided Combination Networks with Interference
- Storage-Repair Bandwidth Trade-off for Wireless Caching with Partial Failure and Broadcast Repair
- Cache-Aided Content Delivery over Erasure Broadcast Channels
- Functional Broadcast Repair of Multiple Partial Failures in Wireless Distributed Storage Systems
- Edge-Caching Wireless Networks: Performance Analysis and Optimization
- Traffic Minimizing Caching and Latent Variable Distributions of Order Statistics
- Full-Duplex Enabled Mobile Edge Caching: From Distributed to Cooperative Caching
- Throughput and Delay Analysis of Wireless Caching Helper Systems with Random Availability
- Joint Pushing and Caching for Bandwidth Utilization Maximization in Wireless Networks
- Energy-Efficient Wireless Content Delivery with Proactive Caching
- Information-Centric Wireless Networks with Virtualization and D2D Communications
- Audience-Retention-Rate-Aware Caching and Coded Video Delivery with Asynchronous Demands