JOURNAL ARTICLE

Efficient Computation Resource Management in Mobile Edge-Cloud Computing

Yongmin ZhangXiaolong LanYue LiLin CaiJianping Pan

Year: 2018 Journal:   IEEE Internet of Things Journal Vol: 6 (2)Pages: 3455-3466   Publisher: Institute of Electrical and Electronics Engineers

Abstract

We study the computation resource management problem in mobile edge-cloud computing networks. Mobile edge servers shall first satisfy the computation requirements of mobile users and Internet of Things (IoT) devices, and then wholesale redundant computation resources to the cloud networks to maximize their profit. Due to the coarse time granularity of wholesales, computation resource buyback may happen occasionally to deal with traffic bursts. Thus, the mobile edge servers need to make a tradeoff between the wholesale profit and the buyback cost. In this paper, the computation resource management problem is modeled as profit maximization. To solve this problem, we first analyze the relationship among the reserved computation resources, the computation tasks of mobile users and IoT devices, and the buyback cost. Then, we design an efficient wholesale scheme to determine the amount of the wholesaled computation resources, by which the total expected profit of the mobile edge server can be maximized. Given the reserved computation resources, we also propose a fast-convergent realtime buyback scheme for mobile edge servers to minimize the buyback cost. Finally, the simulation results show that our proposed efficient wholesale and buyback scheme can increase the total profit while guaranteeing the computation delay of all the computation tasks, especially when the computation workloads are time-varying.

Keywords:
Computation offloading Computer science Server Computation Cloud computing Mobile edge computing Profit maximization Distributed computing Granularity Computer network Edge computing Profit (economics) Algorithm Operating system

Metrics

71
Cited By
7.85
FWCI (Field Weighted Citation Impact)
42
Refs
0.97
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
Cloud Computing and Resource Management
Physical Sciences →  Computer Science →  Information Systems
IoT Networks and Protocols
Physical Sciences →  Engineering →  Electrical and Electronic Engineering

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