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

被引:6
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
相关论文
共 75 条
  • [51] SCALING METHOD FOR PRIORITIES IN HIERARCHICAL STRUCTURES
    SAATY, TL
    [J]. JOURNAL OF MATHEMATICAL PSYCHOLOGY, 1977, 15 (03) : 234 - 281
  • [52] Are MCDA Methods Benchmarkable? A Comparative Study of TOPSIS, VIKOR, COPRAS, and PROMETHEE II Methods
    Salabun, Wojciech
    Watrobski, Jaroslaw
    Shekhovtsov, Andrii
    [J]. SYMMETRY-BASEL, 2020, 12 (09):
  • [53] Decision Models for Selection of Industrial Robots-A Comprehensive Comparison of Multi-Criteria Decision Making
    Shanmugasundar, G.
    Kalita, Kanak
    Cep, Robert
    Chohan, Jasgurpreet Singh
    [J]. PROCESSES, 2023, 11 (06)
  • [54] A MATHEMATICAL THEORY OF COMMUNICATION
    SHANNON, CE
    [J]. BELL SYSTEM TECHNICAL JOURNAL, 1948, 27 (03): : 379 - 423
  • [55] Selection of Optimal Software Reliability Growth Models Using a Distance Based Approach
    Sharma, Kapil
    Garg, Rakesh
    Nagpal, C. K.
    Garg, R. K.
    [J]. IEEE TRANSACTIONS ON RELIABILITY, 2010, 59 (02) : 266 - 276
  • [56] IoT Ecosystems Design: A Multimethod, Multicriteria Assessment Methodology
    Silva, Edgar M.
    Jardim-Goncalves, Ricardo
    [J]. IEEE INTERNET OF THINGS JOURNAL, 2020, 7 (10): : 10150 - 10159
  • [57] Cyber-Physical Systems: a multi-criteria assessment for Internet-of-Things (IoT) systems
    Silva, Edgar M.
    Jardim-Goncalves, Ricardo
    [J]. ENTERPRISE INFORMATION SYSTEMS, 2021, 15 (03) : 332 - 351
  • [58] Silva EM, 2017, INT ICE CONF ENG, P1268, DOI 10.1109/ICE.2017.8280026
  • [59] Multi-criteria Analysis and Decision Methodology for the Selection of Internet-of-Things Hardware Platforms
    Silva, Edgar M.
    Jardim-Goncalves, Ricardo
    [J]. TECHNICAL INNOVATION FOR SMART SYSTEMS (DOCEIS 2017), 2017, 499 : 111 - 121
  • [60] QoS-Aware Selection of IoT-Based Service
    Singh, Manisha
    Baranwal, Gaurav
    Tripathi, Anil Kumar
    [J]. ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING, 2020, 45 (12) : 10033 - 10050