通信学报2024，Vol.45Issue(12)：111-123,13.DOI:10.11959/j.issn.1000-436x.2024220
基于不确定联盟博弈的EIP收益预估策略研究
Uncertain edge coalition game based EIP revenue estimation strategy
摘要
Abstract
In the edge computing environment,there are risks such as communication channel risks and edge server fail-ures,which can lead to a mismatch between the computing resources required for task processing and the resources allo-cated by the edge coalition.In response,a revenue forecasting method for the edge coalition and its member edge infra-structure provider(EIP)based on the game theory of uncertain coalition structures was proposed.Firstly,a resource scheduling model was constructed using a mixed integer linear programming method to maximize the revenue of the edge coalition.Secondly,a belief structure was introduced to characterize the probabilities of high,medium,low,and un-known scenarios for the coalition's revenue.Finally,the uncertain Owen value was used to estimate the interval revenue of the EIP in the coalition one time slot in advance.The simulation results show that the accuracy of this forecasting method under the two risks of channel risk and server failure is 91.25%and 82.5%respectively,with an average accu-racy of 86.88%,achieving a relatively accurate forecast of the EIP'revenue.关键词
边缘计算/不确定联盟结构博弈/信念结构/不确定Owen值/收益预估Key words
edge computing/uncertain coalition structure game/belief structure/uncertain Owen value/revenue estimation分类
信息技术与安全科学引用本文复制引用
赵庶旭,夏心雨,王小龙..基于不确定联盟博弈的EIP收益预估策略研究[J].通信学报,2024,45(12):111-123,13.基金项目
甘肃省重点研发计划基金资助项目(No.20YF8GA123) （No.20YF8GA123）
甘肃省高校教师创新基金资助项目(No.2024B-059) （No.2024B-059）
兰州交通大学青年科学基金资助项目(No.1200061307) The Key Research and Development Program of Gansu Province(No.20YF8GA123),Innovation Fund for Teachers in Colleges and Universities of Gansu Province(No.2024B-059),Lanzhou Jiaotong University Youth Science Foundation Program(No.1200061307) （No.1200061307）
