Joint Computation and Traffic Loads Balancing Task Offloading in Multi-Access Edge Computing Systems Interconnected by Elastic Optical Networks

被引:3
|
作者
Xin, Jingjie [1 ]
Li, Xin [1 ]
Zhang, Lu [1 ]
Zhang, Yongjun [1 ]
Huang, Shanguo [1 ]
机构
[1] Beijing Univ Posts & Telecommun, Sch Elect Engn, Beijing 100876, Peoples R China
基金
中国国家自然科学基金;
关键词
Task analysis; Servers; Delays; Telecommunication traffic; Optical fiber networks; Modulation; Computational modeling; Load balancing; multi-access edge computing (MEC); optical networks; resource allocation; task offloading;
D O I
10.1109/LCOMM.2023.3292364
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
Multi-access edge computing systems powered by elastic optical networks can allocate bandwidth flexibly and meet end users' low-latency requirements. However, edge servers and optical links have limited resources. Sending tasks to local edge servers cannot always provide satisfactory computation service. A task may be blocked due to insufficient computing resources if the local edge server is heavy-loaded. A task may also be blocked due to inadequate spectrum resources even if the task is transmitted to another light-loaded edge server. In brief, imbalanced load distribution will affect the service availability and degrade the system performance. This letter proposes a joint computation and traffic loads balancing task offloading (JCTLB-TO) scheme to improve the acceptance ratio (AR), aiming to minimize the completion delay while balancing computation and traffic loads. A heuristic JCTLB-TO algorithm is proposed, where the link weight is introduced to optimize routing-path establishment and spectrum allocation. Simulation results show JCTLB-TO significantly outperforms the existing schemes in terms of AR.
引用
收藏
页码:2378 / 2382
页数:5
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