Joint bandwidth allocation and task offloading in multi-access edge computing

被引:28
作者
Song, Shudian [1 ]
Ma, Shuyue [1 ]
Zhu, Xiumin [1 ]
Li, Yumei [1 ]
Yang, Feng [1 ]
Zhai, Linbo [1 ]
机构
[1] Shandong Normal Univ, Sch Informat Sci & Engn, Jinan, Shandong, Peoples R China
关键词
Multi-access edge computing; Alliance game; Branch and Bound; RESOURCE-ALLOCATION; GAME-THEORY; OPTIMIZATION; CLOUD;
D O I
10.1016/j.eswa.2023.119563
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In recent years, multi-access edge computing (MEC) has become a hot topic. With its distributed characteristics, MEC provides more possibilities for delay-sensitive tasks. In this paper, we study a task offloading problem to shorten task delay. The problem consists of two aspects, bandwidth allocation and task offloading decision-making. Based on alliance game, we formulate bandwidth allocation to minimize the dissatisfaction of alliances. Game participants are all users. We take into account the dissatisfaction of each alliance and find the least dissatisfaction of the alliance. Then, we formulate the task offloading decision-making to minimize task delay. Task delay consists of communication delay and execution delay. Computing and storage capacity are treated as limiting conditions for decision-making. To solve the offloading problem, we convert the dissatisfaction of alliance into a vector, and obtain the Pareto optimal through multi-objective particle swarm algorithm. Then, we use Branch and Bound method to construct the propagation tree to facilitate decision-making. To evaluate the edge servers in the tree, we build an evaluation matrix and transform the matrix to a set of evaluation index which is used on task offloading decision-making. A large number of experimental results show that our algorithm is better than compared algorithm.
引用
收藏
页数:11
相关论文
共 50 条
[41]   Task Offloading in Multi-Access Edge Computing Enabled UAV-Aided Emergency Response Operations [J].
Akter, Shathee ;
Kim, Dae-Young ;
Yoon, Seokhoon .
IEEE ACCESS, 2023, 11 :23167-23188
[42]   Dynamic Task Offloading and Scheduling for Low-Latency IoT Services in Multi-Access Edge Computing [J].
Alameddine, Hyame Assem ;
Sharafeddine, Sanaa ;
Sebbah, Samir ;
Ayoubi, Sara ;
Assi, Chadi .
IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2019, 37 (03) :668-682
[43]   Multi-Access Edge Computing Resource Slice Allocation: A Review [J].
Bahramisirat, Faezeh ;
Gregory, Mark A. ;
Li, Shuo .
IEEE ACCESS, 2024, 12 :188572-188589
[44]   Machine learning-based computation offloading in multi-access edge computing: A survey [J].
Choudhury, Alok ;
Ghose, Manojit ;
Islam, Akhirul ;
Yogita .
JOURNAL OF SYSTEMS ARCHITECTURE, 2024, 148
[45]   Adaptive Computation Offloading Policy for Multi-Access Edge Computing in Heterogeneous Wireless Networks [J].
Ke, Hongchang ;
Wang, Hui ;
Sun, Weijia ;
Sun, Hongbin .
IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT, 2022, 19 (01) :289-305
[46]   DYNAMIC JOINT RESOURCE ALLOCATION AND USER ASSIGNMENT IN MULTI-ACCESS EDGE COMPUTING [J].
Merluzzi, Mattia ;
Di Lorenzo, Paolo ;
Barbarossa, Sergio .
2019 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2019, :4759-4763
[47]   AoI-Aware Joint Resource Allocation in Multi-UAV Aided Multi-Access Edge Computing Systems [J].
Shen, Shuai ;
Yang, Halvin ;
Yang, Kun ;
Wang, Kezhi ;
Zhang, Guopeng .
IEEE TRANSACTIONS ON NETWORK SCIENCE AND ENGINEERING, 2024, 11 (03) :2596-2609
[48]   Green Computation Offloading With DRL in Multi-Access Edge Computing [J].
Yin, Changkui ;
Mao, Yingchi ;
Chen, Meng ;
Rong, Yi ;
Liu, Yinqiu ;
He, Xiaoming .
TRANSACTIONS ON EMERGING TELECOMMUNICATIONS TECHNOLOGIES, 2024, 35 (11)
[49]   IMOPSOQ: Offloading Dependent Tasks in Multi-access Edge Computing [J].
Ma, Shuyue ;
Song, Shudian ;
Yang, Lingyu ;
Zhao, Jingmei ;
Yang, Feng ;
Zhai, Linbo .
19TH IEEE INTERNATIONAL SYMPOSIUM ON PARALLEL AND DISTRIBUTED PROCESSING WITH APPLICATIONS (ISPA/BDCLOUD/SOCIALCOM/SUSTAINCOM 2021), 2021, :360-367
[50]   Non-Orthogonal Multiple Access for Offloading in Multi-Access Edge Computing: A Survey [J].
Dulout, Romain ;
Mendiboure, Leo ;
Pousset, Yannis ;
Deniau, Virginie ;
Launay, Frederic .
IEEE ACCESS, 2023, 11 :118983-119016