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针对无线网络的变权重多属性决策算法

袁鑫 刘云彦 马亮 宋野 李宁 郭霖旭 张兆心 于昌利

计算机工程与科学2025,Vol.47Issue(9):1571-1585,15.
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

袁鑫 1刘云彦 2马亮 3宋野 4李宁 1郭霖旭 5张兆心 1于昌利1

作者信息

  • 1. 哈尔滨工业大学(威海)海洋工程学院,山东威海 264209
  • 2. 北京卫星制造厂有限公司,北京 100086
  • 3. 北京控制工程研究所,北京 100094
  • 4. 中国兵器工业集团航空弹药研究院有限公司,黑龙江哈尔滨 150030
  • 5. 东京大学工程学院,日本东京113-8654
  • 折叠

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)

计算机工程与科学

OA北大核心

1007-130X

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