Communications-Caching-Computing Tradeoff Analysis for Bidirectional Data Computation in Mobile Edge Networks

被引:2
作者
Sun, Yaping [1 ]
Zhang, Lyutianyang [2 ]
Chen, Zhiyong [1 ]
Roy, Sumit [2 ]
机构
[1] Shanghai Jiao Tong Univ, Cooperat Medianet Innovat Ctr, Shanghai 200240, Peoples R China
[2] Univ Washington, Dept Elect & Comp Engn, Seattle, WA 98195 USA
来源
2020 IEEE 92ND VEHICULAR TECHNOLOGY CONFERENCE (VTC2020-FALL) | 2020年
基金
中国国家自然科学基金;
关键词
Bandwidth Minimization; Bidirectional Computation Task; Joint Caching and Computing;
D O I
10.1109/VTC2020-Fall49728.2020.9348802
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
With the advent of the modern mobile traffic, e.g., online gaming, augmented reality delivery and etc., a novel bidirectional computation task model where the input data of each task consists of two parts, one generated at the mobile device in real-time and the other originated from the Internet proactively, is emerging as an important use case of 5G. In this paper, for ease of analytical analysis, we consider the homogeneous bidirectional computation task model in a mobile edge network which consists of one mobile edge computing (MEC) server and one mobile device, both enabled with computing and caching capabilities. Each task can be served via three mechanisms, i.e., local computing with local caching, local computing without local caching and computing at the MEC server. To minimize the average bandwidth, we formulate the joint caching and computing optimization problem under the latency, cache size and average power constraints. We derive the closed-form expressions for the optimal policy and the minimum bandwidth. The tradeoff among communications, computing and caching is illustrated both analytically and numerically, which provides insightful guideline for the network designers.
引用
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页数:5
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