A novel algorithmic approach to model uncertainties associated with sustainable supply chain management using complex spherical fuzzy soft settings
This study introduces the complex spherical fuzzy soft set (CSFSS), a sophisticated framework that deals with supplier selection uncertainties. This work is crucial to the organization because it has a direct impact on the reliability, costs, and quality of its goods and services. Amplitude and phas...
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| Vydáno v: | International journal of information technology (Singapore. Online) Ročník 17; číslo 5; s. 2877 - 2885 |
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| Médium: | Journal Article |
| Jazyk: | angličtina |
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Singapore
Springer Nature Singapore
01.06.2025
Springer Nature B.V |
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| ISSN: | 2511-2104, 2511-2112 |
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| Abstract | This study introduces the complex spherical fuzzy soft set (CSFSS), a sophisticated framework that deals with supplier selection uncertainties. This work is crucial to the organization because it has a direct impact on the reliability, costs, and quality of its goods and services. Amplitude and phase features are introduced in this framework to maintain the anticipated data-based patterns. The amplitude feature handles fuzzy membership, whereas the phase feature preserves periodicity inside a complex plane. In addition, CSFSS provides decision-makers with the power to present their unbiased assessments of the items under consideration through the use of an unbiased grading system. Next, the paper moves on to explore the fundamental ideas and set operations related to CSFSS. An algorithm based on multi-attribute decision-making (MADM) is presented. The core matrix, score, maximum and minimum decision-valued matrices are among the exclusive matrix-based arrangements of CSFSS that are specified by this method. In real life, this method is applied to selecting a trustworthy source for building project supplies. The results and supplier ranks are legitimate based on sensitivity analysis using Pythagorean means. Furthermore, structural comparison with existing fuzzy set-like structures suggests that the proposed framework is more flexible and robust. |
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| AbstractList | This study introduces the complex spherical fuzzy soft set (CSFSS), a sophisticated framework that deals with supplier selection uncertainties. This work is crucial to the organization because it has a direct impact on the reliability, costs, and quality of its goods and services. Amplitude and phase features are introduced in this framework to maintain the anticipated data-based patterns. The amplitude feature handles fuzzy membership, whereas the phase feature preserves periodicity inside a complex plane. In addition, CSFSS provides decision-makers with the power to present their unbiased assessments of the items under consideration through the use of an unbiased grading system. Next, the paper moves on to explore the fundamental ideas and set operations related to CSFSS. An algorithm based on multi-attribute decision-making (MADM) is presented. The core matrix, score, maximum and minimum decision-valued matrices are among the exclusive matrix-based arrangements of CSFSS that are specified by this method. In real life, this method is applied to selecting a trustworthy source for building project supplies. The results and supplier ranks are legitimate based on sensitivity analysis using Pythagorean means. Furthermore, structural comparison with existing fuzzy set-like structures suggests that the proposed framework is more flexible and robust. |
| Author | Khan, Khuram Ali Asghar, Ali Rahman, Atiqe Ur El-Morsy, Salwa |
| Author_xml | – sequence: 1 givenname: Ali surname: Asghar fullname: Asghar, Ali organization: Department of Mathematics, University of Sargodha – sequence: 2 givenname: Khuram Ali surname: Khan fullname: Khan, Khuram Ali organization: Department of Mathematics, University of Sargodha – sequence: 3 givenname: Atiqe Ur orcidid: 0000-0001-6320-9221 surname: Rahman fullname: Rahman, Atiqe Ur email: aurkhb@gmail.com organization: Department of Mathematics, University of Management and Technology – sequence: 4 givenname: Salwa surname: El-Morsy fullname: El-Morsy, Salwa organization: Basic Science Department, Nile Higher Institute for Engineering and Technology, Department of Mathematics, College of Science, Qassim University |
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| Cites_doi | 10.1007/s41870-023-01441-1 10.1109/TFUZZ.2015.2500273 10.1007/s40314-022-01888-1 10.3390/sym9110279 10.1109/WICT.2013.7113099 10.1109/91.995119 10.1016/j.jclepro.2013.02.010 10.1016/j.jclepro.2014.08.054 10.1016/S0019-8501(99)00113-3 10.1063/1.4757515 10.1016/j.jclepro.2013.12.076 10.1007/978-3-030-45461-6_6 10.1016/S0898-1221(99)00056-5 10.1016/j.cam.2006.04.008 10.1155/2017/7954784 10.1002/int.21584 10.1016/S0165-0114(86)80034-3 10.1002/j.2158-1592.2001.tb00001.x 10.1201/9781420047462 10.7717/peerj-cs.1540 10.1155/2014/972198 |
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| SubjectTerms | Amplitudes Artificial Intelligence Component and supplier management Computer Imaging Computer Science Construction Decision making Fuzzy sets Image Processing and Computer Vision Machine Learning Original Research Pattern Recognition and Graphics Sensitivity analysis Set theory Software Engineering Suppliers Supply chain management Supply chains Uncertainty Vision |
| Title | A novel algorithmic approach to model uncertainties associated with sustainable supply chain management using complex spherical fuzzy soft settings |
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