An Improved and Efficient Computational Offloading Method Based on ADMM Strategy in Cloud-Edge Collaborative Computing Environment for Resilient Industry 5.0

被引:2
|
作者
Shu, Wanneng [1 ]
Nie, Shaoliang [1 ]
Jian, Wencheng [1 ]
Ge, Xin [1 ]
机构
[1] South Cent Minzu Univ, Coll Comp Sci, Wuhan 430074, Peoples R China
基金
中国国家自然科学基金;
关键词
Task analysis; Servers; Costs; Computational modeling; Symbols; Optical fiber networks; Improved efficient alternating direction method of multipliers; cloud-edge collaborative computing; MEC server; computational offloading; resilient industry 50;
D O I
10.1109/TCE.2023.3319666
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
With the rapid growth of data demand and the rise of the Industry 5.0, cloud-edge collaborative computing achieves intelligent connectivity and data sharing between devices for intelligent management and optimization of the production process. Computational offloading, as a key technology in the cloud-edge collaborative computing environment, provides higher-quality user services and realizes higher data requirements for intelligent manufacturing and production. In this paper, we proposes an Improved Efficient Alternating Direction Method of Multipliers (IEADMM) for computational offloading in cloud-edge collaborative computing environment, aiming to reduce the total system cost with the optimization goal of minimizing the total time delay. The proposed IEADMM fully utilizes the Alternating Direction Method of Multipliers ADMM) to minimize the total delay by increasing the convergence speed. The experimental result shows that our proposed IEADMM has good performance and practicality for computational offloading in cloud-edge collaborative computing environment, and can be widely applied in practical application scenarios such as intelligent monitoring, Internet of Things (IoT), mobile games, etc.
引用
收藏
页码:1392 / 1402
页数:11
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