Tech-center location selection by interval-valued spherical fuzzy AHP based MULTIMOORA methodology

Intense market competition, changes in demand structure and acceleration in the technological developments have led companies to offer innovative and technology driven solutions in order to have competitive advantage and to survive in the market. In this aspect, tech-centers offering technological &...

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Vydáno v:Soft computing (Berlin, Germany) Ročník 27; číslo 15; s. 10941 - 10960
Hlavní autor: Otay, İrem
Médium: Journal Article
Jazyk:angličtina
Vydáno: Berlin/Heidelberg Springer Berlin Heidelberg 01.08.2023
Springer Nature B.V
Témata:
Analytic hierarchy process
Application of Soft Computing
Artificial Intelligence
Biotechnology industry
Competitive advantage
Computational Intelligence
Control
Decision making
Engineering
Fuzzy set theory
Fuzzy sets
Hierarchies
Literature reviews
Logistics
Manufacturing
Markets
Mathematical Logic and Foundations
Mechatronics
Methodology
Methods
Multiple criterion
Operations management
R&D
Research & development
Robotics
Robustness (mathematics)
Sensitivity analysis
Site selection
Uncertainty
Taiwan
Tech-center location selection
Interval-valued spherical fuzzy numbers
Spherical fuzzy MULTIMOORA
Spherical fuzzy AHP
ISSN:1432-7643, 1433-7479
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Shrnutí:Intense market competition, changes in demand structure and acceleration in the technological developments have led companies to offer innovative and technology driven solutions in order to have competitive advantage and to survive in the market. In this aspect, tech-centers offering technological & innovative engineering solutions, and providing customized services to the needs of the companies, have taken attentions of academicians and practitioners. In this study, a tech-center location evaluation problem having a strategic and complex structure on the success and performance of the engineering companies, is analyzed. By considering inherent uncertainties and lack of information in the multi-criteria & multi-expert based tech-center location selection problem, the fuzzy set theory as a tool of artificial intelligence is employed. In the study, one of the recently proposed fuzzy sets namely Spherical fuzzy sets are used to handle uncertainty in a better way by incorporating a larger domain. According to the best knowledge of the authors, it is the first study concentrating on tech-centers and employing an integrated interval-valued Spherical fuzzy Analytic Hierarchy Process (AHP) & MULTIMOORA methodology to solve location selection problem of a tech-center. In the study, a novel defuzzification function is also presented. In the application section, a case of a company planning to launch a tech-center is analyzed. Moreover, sensitivity analysis is applied to test the applicability and robustness of the method. The results of the proposed multi-expert Spherical fuzzy methodology are also compared with the results of AHP & MULTIMOORA methodology utilizing interval-valued intuitionistic fuzzy sets. Graphical Abstract
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ISSN:1432-7643
1433-7479
DOI:10.1007/s00500-023-08082-3