Controlled Fuzzy 2-Metric Spaces: A Soft Computing Framework with Dynamic Applications
Main Article Content
Abstract
In this article, we introduce the concept of a controlled fuzzy 2-metric space, formulated by incorporating three control functions that flexibly regulate the fuzzy distance relationships among triplets of points. This structure provides a flexible analytical tool for modeling systems influenced by uncertainty, interdependence, and approximate reasoning. We establish several fundamental properties of this structure and derive fixed-point results. To demonstrate its practical relevance, we apply the proposed framework to a dynamic market-equilibrium problem, in which agents’ interactions are governed by fuzzy relations and control-dependent adjustments. The study also discusses implications for soft computing and decision-making systems, highlighting the framework’s potential in modeling adaptive and uncertain environments.
Article Details
References
- I. Kramosil, J. Michalek, Fuzzy Metric and Statistical Metric Spaces, Kybernetica 11 (1975), 336–344. http://dml.cz/dmlcz/125556.
- A. George, P. Veeramani, On Some Results in Fuzzy Metric Spaces, Fuzzy Sets Syst. 64 (1994), 395–399. https://doi.org/10.1016/0165-0114(94)90162-7.
- M. Farhangdoost, Metrizable and 2-Metrizable Topological Spaces, J. Dyn. Syst. Geom. Theor. 10 (2012), 61–69. https://doi.org/10.1080/1726037X.2012.10698608.
- S. Sharma, On Fuzzy Metric Space, Southeast Asian Bull. Math. 26 (2003), 133–145. https://doi.org/10.1007/s100120200034.
- M.S. Sezen, Controlled Fuzzy Metric Spaces and Some Related Fixed Point Results, Numer. Methods Partial. Differ. Equ. 37 (2020), 583–593. https://doi.org/10.1002/num.22541.
- A. Moussaoui, S. Melliani, S. Radenovic, A Nonlinear Fuzzy Contraction Principle via Control Functions, Filomat 38 (2024), 1963–1972. https://doi.org/10.2298/FIL2406963M.
- C. Thangaraj, D. Easwaramoorthy, B. Selmi, B.P. Chamola, Generation of Fractals via Iterated Function System of Kannan Contractions in Controlled Metric Space, Math. Comput. Simul. 222 (2024), 188–198. https://doi.org/10.1016/j.matcom.2023.08.017.
- R. Tiwari, N. Sharma, A. Fulga, R. Patel, Fixed Point Results in Controlled Fuzzy Metric Spaces With an Application to the Conversion of Solar Energy Into Electric Power, Adv. Fixed Point Theory 15 (2025), 10. https://doi.org/10.28919/afpt/9078.
- B.W. Samuel, G. Mani, P. Ganesh, S.T.M. Thabet, I. Kedim, Fixed Point Theorems on Controlled Orthogonal $delta$‐Metric‐Type Spaces and Applications to Fractional Integrals, J. Funct. Spaces 2025 (2025), 5560159. https://doi.org/10.1155/jofs/5560159.
- U. Ishtiaq, S. Alshaikey, M.B. Riaz, K. Ahmad, Fixed Point Results in Intuitionistic Fuzzy Pentagonal Controlled Metric Spaces with Applications to Dynamic Market Equilibrium and Satellite Web Coupling, PLOS ONE 19 (2024), e0303141. https://doi.org/10.1371/journal.pone.0303141.
- U. Ishtiaq, N. Saleem, M. Farhan, M. Aphne, M.S.R. Chowdhury, Fixed Point Theorems in Controlled Rectangular Modular Metric Spaceswith Solution of Fractional Differential Equations, Eur. J. Pure Appl. Math. 18 (2025), 5794. https://doi.org/10.29020/nybg.ejpam.v18i1.5794.
- N. Saleem, H. Işık, S. Furqan, C. Park, Fuzzy Double Controlled Metric Spaces and Related Results, J. Intell. Fuzzy Syst. 40 (2021), 9977–9985. https://doi.org/10.3233/JIFS-202594.
- S. Furqan, H. Işık, N. Saleem, Fuzzy Triple Controlled Metric Spaces and Related Fixed Point Results, J. Funct. Spaces 2021 (2021), 9936992. https://doi.org/10.1155/2021/9936992.
- S. Furqan, N. Saleem, S. Sessa, Fuzzy n-Controlled Metric Space, Int. J. Anal. Appl. 21 (2023), 101. https://doi.org/10.28924/2291-8639-21-2023-101.
- S.H. Khan, P. Singh, S. Singh, V. Singh, Fixed Point Results in Generalized Bi-2-Metric Spaces Using $theta$-Type Contractions, Contemp. Math. 5 (2024), 1257–1272. https://doi.org/10.37256/cm.5220243761.
- G.J. Klir, B. Yuan, Fuzzy Sets and Fuzzy Logic: Theory and Applications, Prentice Hall, 1997.
- D. Rakic, A. Mukheimer, T. Dosenović, Z.D. Mitrovic, S. Radenovic, On Some New Fixed Point Results in Fuzzy b-Metric Spaces, J. Inequal. Appl. 2020 (2020), 99. https://doi.org/10.1186/s13660-020-02371-3.