A Two-Level Game-Theoretic Approach for Joint Pricing and Resource Allocation in Multi-user Mobile Edge Computing

被引:0
作者
Ge, Erqian [1 ]
Tian, Hao [1 ]
Hu, Wanyue [1 ]
Li, Fei [1 ,2 ]
机构
[1] Anhui Univ Technol, Sch Elect & Informat Engn, Maanshan 243032, Peoples R China
[2] Anhui Univ Technol, Anhui Prov Engn Lab Intelligent Demolit Equipment, Maanshan 243032, Peoples R China
来源
BIO-INSPIRED COMPUTING: THEORIES AND APPLICATIONS, PT 2, BIC-TA 2023 | 2024年 / 2062卷
基金
中国国家自然科学基金;
关键词
Mobile edge computing; Bilevel optimization; Game theory; ALGORITHM;
D O I
10.1007/978-981-97-2275-4_3
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Mobile Edge Computing (MEC) offers an efficient model to extend cloud computing capabilities to IoT devices and mobile users. This research paper focuses on multi-user MEC systems. It presents a two-level approach, with the upper level optimizing the allocation and pricing of computing resource by the Edge Server Provider (ESP), while the lower level handles offloading strategy, channel selection for the Device Manager (DM). However, the problem's complexity, involving mixed variables, classifies it as NP-hard. To address this challenge, we formulate the computational offloading problem among DMs as a multi-user computational offloading game. Our analysis confirms the existence of Nash equilibriums and finite improvement properties. Based on this, we propose a two-tier distributed computational offloading algorithm that achieves Nash equilibrium. Experiments demonstrate its effectiveness in optimizing resource allocation and maximizing ESP and DM profits.
引用
收藏
页码:32 / 49
页数:18
相关论文
共 27 条
[1]   Computation Rate Maximization for Wireless Powered Mobile-Edge Computing With Binary Computation Offloading [J].
Bi, Suzhi ;
Zhang, Ying Jun .
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2018, 17 (06) :4177-4190
[2]  
Burdea G., 2003, Virtual reality technology
[3]   Efficient Multi-User Computation Offloading for Mobile-Edge Cloud Computing [J].
Chen, Xu ;
Jiao, Lei ;
Li, Wenzhong ;
Fu, Xiaoming .
IEEE-ACM TRANSACTIONS ON NETWORKING, 2016, 24 (05) :2827-2840
[4]  
Craig A.B., 2013, Understanding augmented reality: Concepts and applications
[5]   Joint Resources and Workflow Scheduling in UAV-Enabled Wirelessly-Powered MEC for IoT Systems [J].
Du, Yao ;
Yang, Kun ;
Wang, Kezhi ;
Zhang, Guopeng ;
Zhao, Yizhe ;
Chen, Dongwei .
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2019, 68 (10) :10187-10200
[6]   Mobile cloud computing: A survey [J].
Fernando, Niroshinie ;
Loke, Seng W. ;
Rahayu, Wenny .
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2013, 29 (01) :84-106
[7]   A Differential Evolution Algorithm Based on Nikaido-Isoda Function for Solving Nash Equilibrium in Nonlinear Continuous Games [J].
He, Feng ;
Zhang, Wei ;
Zhang, Guoqiang .
PLOS ONE, 2016, 11 (09)
[8]   A Divide-and-Conquer Bilevel Optimization Algorithm for Jointly Pricing Computing Resources and Energy in Wireless Powered MEC [J].
Huang, Pei-Qiu ;
Wang, Yong ;
Wang, Kezhi .
IEEE TRANSACTIONS ON CYBERNETICS, 2022, 52 (11) :12099-12111
[9]  
Huang Y., 2023, CCIS, V1801, P165, DOI [10.1007/978-981-99-1549-1_14, DOI 10.1007/978-981-99-1549-1_14]
[10]   Mobile Edge Computing: Progress and Challenges [J].
Li, Hongxing ;
Shou, Guochu ;
Hu, Yihong ;
Guo, Zhigang .
2016 4TH IEEE INTERNATIONAL CONFERENCE ON MOBILE CLOUD COMPUTING, SERVICES, AND ENGINEERING (MOBILECLOUD 2016), 2016, :83-84