Controlled Fuzzy 2-Metric Spaces: A Soft Computing Framework with Dynamic Applications

Main Article Content

Abhishikta Das, Dipti Barman, Tarapada Bag, Hijaz Ahmad, Waleed Mohammed Abdelfattah, Osama Oqilat, Clemente Cesarano

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

  1. I. Kramosil, J. Michalek, Fuzzy Metric and Statistical Metric Spaces, Kybernetica 11 (1975), 336–344. http://dml.cz/dmlcz/125556.
  2. 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.
  3. 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.
  4. S. Sharma, On Fuzzy Metric Space, Southeast Asian Bull. Math. 26 (2003), 133–145. https://doi.org/10.1007/s100120200034.
  5. 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.
  6. 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.
  7. 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.
  8. 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.
  9. 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.
  10. 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.
  11. 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.
  12. 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.
  13. 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.
  14. 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.
  15. 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.
  16. G.J. Klir, B. Yuan, Fuzzy Sets and Fuzzy Logic: Theory and Applications, Prentice Hall, 1997.
  17. 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.