JOURNAL ARTICLE

Mobility-Aware Probabilistic Caching in UAV-Assisted Wireless D2D Networks

Abstract

This paper investigates the problem of cache node placement and selection with the coexistence of unmanned aerial vehicles (UAVs) cache and device- to-device (D2D) cache in mobile networks. In recent years, caching popular content in UAV base stations has received growing interests as a promising solution to improve communication performances. With the agility and mobility features, the dynamic movement of cache-enabled UAV should be further designed to increase the cache-aided throughput. Different from the conventional caching approaches assuming ground users remain static, we consider the dynamic movement design of UAV to maximize the cache- aided throughput taking into account the movement of ground users. As the formulated optimization problem is NP-hard, we propose a mobility-aware probabilistic caching algorithm in which K-means clustering is utilized to obtain the partition of ground users. Simulation results show that the proposed algorithm notably outperforms the pure D2D cache scheme (without UAV caching) in different cases.

Keywords:
Cache Computer science Probabilistic logic Cache algorithms Partition (number theory) Base station Throughput Computer network Scheme (mathematics) Cache invalidation Node (physics) Smart Cache Wireless CPU cache Operating system Artificial intelligence

Metrics

21
Cited By
2.72
FWCI (Field Weighted Citation Impact)
19
Refs
0.90
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
UAV Applications and Optimization
Physical Sciences →  Engineering →  Aerospace Engineering
Opportunistic and Delay-Tolerant Networks
Physical Sciences →  Computer Science →  Computer Networks and Communications

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