计算机工程与科学2025,Vol.47Issue(9):1571-1585,15.DOI:10.3969/j.issn.1007-130X.2025.09.006
针对无线网络的变权重多属性决策算法
A variable-weight multi-attribute decision-making algorithm for wireless network
摘要
Abstract
In applications of wireless networks such as routing decisions,cloud computing,data cen-ter networking,network selection,and edge computing,multi-attribute decision-making(MADM)al-gorithms are widely adopted due to their effectiveness in solving multi-objective decision-making prob-lems.However,in modern wireless networks,traditional MADM algorithms fail to adequately meet the demands of scenarios involving rapid,continuous,and large-scale service flows.To address this,this paper proposes two enhanced algorithms:iMADM and variable-weight MADM(vw-MADM).Com-pared to traditional algorithms,the vw-MADM algorithm is simpler and more efficient.In vw-MADM,when one parameter changes,only the utility of that specific parameter needs to be recalculated,while the utilities of other candidate parameters remain unaffected.Its innovation lies in improving accuracy while reducing computational complexity.Additionally,this paper evaluates the properties of the pro-posed vw-MADM and iMADM algorithms,including rationality,effectiveness,computational complexi-ty,and thresholds for parameter and utility variations.Simulation results demonstrate that the proposed vw-MADM algorithm outperforms traditional MADM and iMADM algorithms in terms of accuracy,computational complexity,and rationality,proving its capability to significantly enhance MADM performance.关键词
多属性决策/计算复杂性/无线网络/变权重Key words
multi-attribute decision-making(MADM)/computational complexity/wireless network/variable-weight分类
信息技术与安全科学引用本文复制引用
袁鑫,刘云彦,马亮,宋野,李宁,郭霖旭,张兆心,于昌利..针对无线网络的变权重多属性决策算法[J].计算机工程与科学,2025,47(9):1571-1585,15.基金项目
国家自然科学基金(62101159,52475009) (62101159,52475009)
山东省自然科学基金(ZR2021MF055) (ZR2021MF055)
山东省重点研发计划(2021CXGC010702) (2021CXGC010702)
先进制造智能技术教育部重点实验室开放课题(KFKT202306) (KFKT202306)