A multi-criteria approach to decision-making in telecommunication network components selection

Q3 Computer Science
Sergiy Pidchenko, O. Kucheruk, O. Pyvovar, Viktor Stetsiuk, V. Mishan
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Abstract

The problem of decision-making regarding the selection of the optimal composition of telecommunication network components is very urgent. The subject of the research in the article is a multi-criteria approach to the selection of telecommunication network components. This approach is related to the evaluation of possible options based on a set of indicators. The set of such indicators is determined by the specifics of a telecommunication network. One of the most dominant devices in telecommunication (mobile) systems is speech codecs. When choosing the appropriate codec configuration, there is a need to make a decision considering a set of contradicting criteria.  The use of MCDM (Multiple Criteria Decision Making) methods when making decisions is a promising approach to solving such problems. The current article increases the efficiency of the multi-criteria approach to decision-making in the process of selecting telecommunication network components, in particular, a speech codec. The following methods were used: MARCOS (Measurement Alternatives and Ranking according to COmpromise Solution), entropy, CRITIC (Criteria Importance Through Inter-criteria Correlation) and BWM (Best–Worst method). The following results were obtained. Determining the weight of the criteria by which alternatives are evaluated is one of the key problems that arise when making multi-criteria decisions. Objective methods of entropy, CRITIC, and subjective BWM methods were used to find weighting factors of criteria. Different methods of determining the weights of the criteria give different values. The use of the combined BWM-CRITIC method is proposed, which balances the subjective opinions of experts and assessments made solely based on the decision matrix data. The values of the correlation coefficients showed a close relationship between the weights of the criteria determined by different methods. However, the strongest connection with other methods was shown by the combined BWM-CRITIC method. The MARCOS method was used to rank the alternatives and select the best alternative. A ranking of the set of speech codecs is obtained, which allows for determining the best alternative Conclusion. A comprehensive approach to the telecommunication network component selection is proposed, namely the multi-criteria BWM-CRITIC-MARCOS model, based on a combination of MCDM methods. The integration of methods into the proposed model provides a systematic approach to the assessment and selection of telecommunication network components.
电信网络组件选择的多准则决策方法
关于电信网络组件的最佳组成的选择的决策问题是非常紧迫的。本文的研究主题是选择电信网络组件的多标准方法。这种方法涉及根据一系列指标评估可能的备选方案。这种指示符的集合由电信网络的具体情况来确定。在电信(移动)系统中最主要的设备之一是语音编解码器。在选择适当的编解码器配置时,需要考虑一组相互矛盾的标准来做出决定。在决策时使用MCDM(多准则决策)方法是解决此类问题的一种很有前途的方法。当前的文章提高了在选择电信网络组件,特别是语音编解码器的过程中进行决策的多准则方法的效率。使用了以下方法:MARCOS(Measurement Alternatives and Ranking by COmpromise Solution)、熵、CRITIC(Criteria Importance Through Intercriteria Correlation)和BWM(Best–Worst方法)。获得以下结果。确定备选方案评估标准的权重是做出多标准决策时出现的关键问题之一。采用熵的客观方法、CRITIC方法和主观BWM方法来寻找标准的权重因素。确定标准权重的不同方法给出了不同的值。建议使用BWM-CRITIC组合方法,该方法平衡了专家的主观意见和仅基于决策矩阵数据进行的评估。相关系数的值显示出由不同方法确定的标准的权重之间的密切关系。然而,BWM-CRITIC组合方法显示了与其他方法的最强联系。使用MARCOS方法对备选方案进行排序并选择最佳备选方案。获得语音编解码器集合的排名,这允许确定最佳备选结论。基于MCDM方法的组合,提出了一种综合的电信网络组件选择方法,即多准则BWM-CRITIC-MARCOS模型。将方法集成到所提出的模型中,为电信网络组件的评估和选择提供了一种系统的方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Radioelectronic and Computer Systems
Radioelectronic and Computer Systems Computer Science-Computer Graphics and Computer-Aided Design
CiteScore
3.60
自引率
0.00%
发文量
50
审稿时长
2 weeks
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