Computation Offloading Method for Large-Scale Factory Access in Edge-Edge Collaboration Mode

被引:0
|
作者
Man, Junfeng [1 ]
Zhao, Longqian [2 ]
Xu, Bowen [3 ]
Peng, Cheng [4 ]
Jiang, Junjie [4 ]
Liu, Yi [4 ]
机构
[1] Hunan First Normal Univ, Sch Comp Sci, Changsha, Peoples R China
[2] Nanjing Univ Aeronaut & Astronaut, Nanjing, Peoples R China
[3] Virginia Polytech Inst & State Univ, Dept Elect & Comp Engn, Blacksburg, VA 24061 USA
[4] Hunan Univ Technol, Changsha, Peoples R China
基金
中国国家自然科学基金;
关键词
Computing Offloading; DAG Segmentation; DAG Synchronization; Edge-Edge Collaboration; Processor Allocation;
D O I
10.4018/JDM.318451
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Large-scale manufacturing enterprises have complex business processes in their production workshops, and the edge-edge collaborative business model cannot adapt to the traditional computation offloading methods, which leads to the problem of load imbalance. For this problem, a computation offloading algorithm based on edge-edge collaboration mode for large-scale factory access is proposed, called the edge and edge collaborative computation offloading (EECCO) algorithm. First, the method partitions the directed acyclic graphs (DAGs) on edge server and terminal industrial equipment, then updates the tasks using a synchronization policy based on set theory to improve the accuracy effectively, and finally achieves load balancing through processor allocation. The experimental results show that the method shortens the processing time by improving computational resource utilization and employs a heterogeneous distributed system to achieve high computing performance when processing large-scale task sets.
引用
收藏
页数:29
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