A Novel Framework of Three-Hierarchical Offloading Optimization for MEC in Industrial IoT Networks

被引:109
作者
Zhao, Zichao [1 ]
Zhao, Rui [1 ]
Xia, Junjuan [1 ]
Lei, Xianfu [2 ]
Li, Dong [3 ]
Yuen, Chau [4 ]
Fan, Lisheng [1 ]
机构
[1] Guangzhou Univ, Sch Comp Sci, Guangzhou 510006, Peoples R China
[2] Southwest Jiaotong Univ, Inst Mobile Commun, Sch Informat Sci & Technol, Chengdu 610031, Peoples R China
[3] Macau Univ Sci & Technol, Fac Informat Technol, Macau 999078, Peoples R China
[4] Singapore Univ Technol & Design, Singapore 279623, Singapore
基金
中国国家自然科学基金;
关键词
Relays; Task analysis; Energy consumption; Optimization; System performance; Channel allocation; Wireless communication; industrial Internet of Things (IoT); latency; mobile edge computing (MEC); optimization; RELAY SELECTION; COMMUNICATION; COOPERATION;
D O I
10.1109/TII.2019.2949348
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this article, we investigate a communication and computation problem for industrial Internet of Things (IoT) networks, where K relays can help accomplish the computation tasks with the assist of M computational access points. In industrial IoT networks, latency and energy consumption are two important metrics of interest to measure the system performance. To enhance the system performance, a three-hierarchical optimization framework is proposed to reduce the latency and energy consumption, which involves bandwidth allocation, offloading, and relay selection. Specifically, we first optimize the bandwidth allocation by presenting three schemes for the second-hop wireless relaying. We then optimize the computation offloading based on the discrete particle swarm optimization algorithm. We further present three relay selection criteria by taking into account the tradeoff between the system performance and implementation complexity. Simulation results are finally demonstrated to show the effectiveness of the proposed three-hierarchical optimization framework.
引用
收藏
页码:5424 / 5434
页数:11
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