A Hybrid Group Multi-Criteria Approach Based on SAW, TOPSIS, VIKOR, and COPRAS Methods for Complex IoT Selection Problems

被引:5
|
作者
Radulescu, Constanta Zoie [1 ]
Radulescu, Marius [2 ]
机构
[1] Natl Inst Res & Dev Informat, Bucharest 011455, Romania
[2] Romanian Acad, Gheorghe Mihoc Caius Iacob Inst Math Stat & Appl M, Bucharest 050711, Romania
关键词
internet of things; selection; multi-criteria methods; hybrid approach; SAW; TOPSIS; VIKOR; COPRAS; INTERNET; THINGS; CHALLENGES;
D O I
10.3390/electronics13040789
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The growth of Internet of Things (IoT) systems is driven by their potential to improve efficiency, enhance decision-making, and create new business opportunities across various domains. In this paper, the main selection problems in IoT-type systems, criteria used in multi-criteria evaluation, and multi-criteria methods used for solving IoT selection problems are identified. Then, a Hybrid Group Multi-Criteria Approach for solving selection problems in IoT-type systems is proposed. The approach contains the Best Worst Method (BWM) weighting method, multi-criteria Simple Additive Weighting (SAW), Technique for Order Preference by Similarity to an Ideal Solution (TOPSIS), VIseKriterijumska Optimizacija I Kompromisno Resenje (VIKOR), and Complex Proportional Assessment Method (COPRAS), and a method that combines the solutions obtained using the four considered multi-criteria methods to obtain a single solution. The SAW, TOPSIS, VIKOR, and COPRAS methods were analyzed in relation to their advantages, disadvantages, inputs, outputs, measurement scale, type of normalization, aggregation method, parameters, complexity of implementation, and interactivity. An application of the Hybrid Group Multi-Criteria Approach for IoT platform selection and a comparison between the SAW, TOPSIS, VIKOR, and COPRAS solutions and the solution of the proposed approach is realized. A Spearman correlation analysis is presented.
引用
收藏
页数:27
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