A distributed game theoretical approach for credibility-guaranteed multimedia data offloading in MEC
摘要:Due to the limited resources of Internet of Things (IoT) devices, the multimedia application data generated by IoT devices can be offloaded to edge servers for processing. In this paper, we study the credibility-guaranteed multimedia application data offloading problem in MEC systems. Each IoT device competes for the limited transmission resources while ensuring that the credibility requirement is satisfied. We formulate the credible offloading problem with the goal of maximizing Quality of Experience (QoE) for resource-constrained devices. Each IoT device focuses on maximizing its own QoE. The constraints include credibility constraint and resource constraint. We reformulate the problem as a credibility-guaranteed multimedia data offloading game (CMDO-Game). It is proved that for any IoT device, there is an upper bound of communication interference. Based on this property, we further theoretically prove that there is at least one Nash equilibrium offloading strategy in the CMDO-Game. We propose a game-based credible data offloading (GCDO) method to obtain the Nash equilibrium offloading strategy in a distributed way. Finally, the proposed GCDO method is compared with various approximation methods, and a series of experimental results are given.
关键字:Multimedia applications; Data offloading; Edge computing; Credibility; Quality of experience (QoE); Game model
ISSN号:0020-0255
卷、期、页:卷644
发表日期:2023-10-01
影响因子:0.000000
期刊分区(SCI为中科院分区):一区
收录情况:SCI(科学引文索引印刷版),SCIE(科学引文索引网络版)
发表期刊名称:INFORMATION SCIENCES
参与作者:Chen, Ying,Zhao, Jie,Zhou, Xiaokang,Qi, Lianyong,Xu, Xiaolong
第一作者:黄霁崴
论文类型:期刊论文
论文概要:Chen, Ying,Zhao, Jie,Zhou, Xiaokang,Qi, Lianyong,Xu, Xiaolong,黄霁崴,A distributed game theoretical approach for credibility-guaranteed multimedia data offloading in MEC,INFORMATION SCIENCES,2023,卷644
论文题目:A distributed game theoretical approach for credibility-guaranteed multimedia data offloading in MEC