JOURNAL ARTICLE

Computation Offloading and Service Caching in Heterogeneous MEC Wireless Networks

Yongqiang ZhangMustafa A. KishkMohamed‐Slim Alouini

Year: 2021 Journal:   IEEE Transactions on Mobile Computing Vol: 22 (6)Pages: 3241-3256   Publisher: IEEE Computer Society

Abstract

Mobile edge computing (MEC) can dramatically promote the computation capability and prolong the lifetime of mobile users by offloading computation-intensive tasks to edge cloud. In this paper, a spatial-random two-tier heterogeneous network (HetNet) is modelled to feature random node distribution, where the small-cell base stations (SBSs) and the macro base stations (MBSs) are cascaded with resource-limited servers and resource-unlimited servers, respectively. Only a certain type of application services and finite number of offloaded tasks can be cached and processed in the resource-limited edge server. For that setup, we investigate the performance of two offloading strategies corresponding to integrated access and backhaul (IAB)-enabled MEC networks and traditional cellular MEC networks. Using tools from stochastic geometry and queuing theory, we derive the average delay for the two different strategies, in order to better understand the influence of IAB on MEC networks. Simulations results are provided to verify the derived expressions and to reveal various system-level insights.

Keywords:
Computer science Computation offloading Backhaul (telecommunications) Mobile edge computing Server Computer network Distributed computing Cellular network Heterogeneous network Base station Cloud computing Edge computing Queueing theory Stochastic geometry Edge device Wireless network Wireless

Metrics

26
Cited By
2.98
FWCI (Field Weighted Citation Impact)
49
Refs
0.91
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

IoT and Edge/Fog Computing
Physical Sciences →  Computer Science →  Computer Networks and Communications
Opportunistic and Delay-Tolerant Networks
Physical Sciences →  Computer Science →  Computer Networks and Communications
Advanced MIMO Systems Optimization
Physical Sciences →  Engineering →  Electrical and Electronic Engineering

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