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Fundamental Limits of Coded Caching in Request-Robust D2D Communication Networks.
Wuqu Wang1, Zhe Tao2, Nan Liu1
1National Mobile Communications Research Laboratory, Southeast University, Nanjing 211189, China.
Entropy (Basel, Switzerland)
|March 28, 2024
Summary
This study introduces request-robust D2D coded caching to handle varying user demands. A new scheme improves delivery rates, outperforming existing methods in most scenarios.
Area of Science:
- Wireless Communication
- Information Theory
- Network Coding
Background:
- Device-to-Device (D2D) coded caching enhances communication efficiency.
- Prior D2D caching models assume all users request content simultaneously, which is unrealistic.
- Real-world scenarios involve a subset of users requesting content, necessitating robust caching strategies.
Purpose of the Study:
- To address the limitations of existing D2D coded caching by introducing the "request-robust D2D coded caching" problem.
- To minimize average and worst-case delivery rates in D2D networks with partial user requests.
- To develop and analyze caching schemes that are resilient to varying user demands.
Main Methods:
- Formulation of the request-robust D2D coded caching problem with K users and N files, where only r users are requesters.
- Proposal of a novel scheme based on uncoded cache placement, exploiting common demands and one-shot delivery.
- Derivation of information-theoretic converse bounds under uncoded cache placement.
- Adaptation and performance analysis of existing schemes (Yapar et al.) for the request-robust scenario.
Main Results:
- A new caching scheme is proposed for request-robust D2D coded caching.
- The adapted scheme by Yapar et al. is shown to be order optimal within a factor of two (uncoded placement) and four (general case).
- Numerical evaluations demonstrate the proposed scheme's superiority over existing D2D caching methods in request-robust settings for most cache sizes.
Conclusions:
- The proposed scheme effectively addresses the request-robust D2D coded caching problem.
- The developed scheme offers significant performance improvements in terms of delivery rates compared to existing methods.
- This work advances D2D caching by providing a practical solution for scenarios with non-simultaneous user demands.
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