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Mobility-Aware Caching and Computation Offloading in 5G Ultra-Dense Cellular Networks.

Min Chen1, Yixue Hao2, Meikang Qiu3

  • 1School of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan 430074, China. minchen2012@hust.edu.cn.

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This study introduces a mobility-aware caching scheme to manage increasing internet traffic. It optimizes network caching and small cell base station density, improving performance and energy efficiency for mobile users.

Keywords:
cachingcomputation offloadinghuman mobility

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Area of Science:

  • Computer Science
  • Electrical Engineering
  • Telecommunications

Background:

  • Internet traffic is growing exponentially, driven by content delivery.
  • Network caching strategies are crucial for managing this traffic growth.
  • Existing research often overlooks the impact of user mobility on caching performance.

Purpose of the Study:

  • To propose a joint mobility-aware caching and small cell base station (SBS) density placement scheme.
  • To analyze the interplay between caching and computation offloading.
  • To design an incentive mechanism for network dynamics and user experience.

Main Methods:

  • Summarized four basic caching strategies: local, Device-to-Device (D2D), SBS, and Macrocell Base Station (MBS) caching.
  • Developed a joint mobility-aware caching and SBS density placement scheme (MS caching).
  • Designed a hybrid computation offloading system and evaluated its performance experimentally.

Main Results:

  • The proposed MS caching scheme effectively considers user mobility.
  • Experimental results demonstrate improved performance in terms of energy cost for hybrid computation offloading.
  • The study discusses differentiated user quality of experience (QoE) and terminal heterogeneity.

Conclusions:

  • Mobility-aware caching is essential for modern network traffic management.
  • Hybrid computation offloading offers energy efficiency benefits.
  • Incentive mechanisms are needed to address network dynamics and diverse user needs.