JOURNAL ARTICLE

Dynamic Resource Allocation and Computation Offloading for IoT Fog Computing System

Zheng ChangLiqing LiuXijuan GuoQuan Sheng

Year: 2020 Journal:   IEEE Transactions on Industrial Informatics Vol: 17 (5)Pages: 3348-3357   Publisher: Institute of Electrical and Electronics Engineers

Abstract

Fog computing system emerges as one of the promising technology for realizing the Internet of Things (IoT). By offloading the computational tasks to the fog node (FN) at the network edge, both the service latency and energy consumption can be improved. However, the dynamics of computational resource usages in the FN, the radio environment and the energy in the battery of IoT devices make the offloading mechanism design become challenging. Therefore, in this paper, we propose a dynamic optimization scheme for the IoT fog computing system with multiple mobile devices (MDs), where the radio and computational resources, and offloading decisions, can be dynamically coordinated and allocated with the variation of radio resources and computation demands. Specifically, we propose a joint computation offloading and radio resource allocation algorithm based on Lyapunov optimization to minimize the system cost. Through performance evaluation, the effectiveness of the proposed scheme can be verified.

Keywords:
Computation offloading Lyapunov optimization Computer science Mobile edge computing Energy consumption Edge computing Distributed computing Resource allocation Optimization problem Computation Server Node (physics) Latency (audio) User equipment Computer network Internet of Things Embedded system Base station Engineering Algorithm Telecommunications

Metrics

161
Cited By
17.29
FWCI (Field Weighted Citation Impact)
27
Refs
0.99
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
IoT Networks and Protocols
Physical Sciences →  Engineering →  Electrical and Electronic Engineering
Age of Information Optimization
Physical Sciences →  Computer Science →  Computer Networks and Communications

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