Ali Ahmad, Humera Rashid, Hamdan Alshehri, Muhammad Kamran Jamil, Haitham Assiri
AIMS Mathematics 2025, 10(4): 9697-9747
Published: 15 April 2025
The interval-valued ( ) T-spherical fuzzy set appears to be more effective and practical in dealing with uncertainty and ambiguity while dealing with various decision-making ( ) problems than other fuzzy sets, for example, the q-rung ortho-pair fuzzy set, T-spherical fuzzy set, and picture fuzzy set. In real-life problems, where intuitionistic fuzzy sets, interval-valued intuitionistic fuzzy sets, or interval-valued picture fuzzy sets give unsatisfactory results, the is a mathematical model that is used to deal with such problems where these method fails, and one can handle it efficiently by using If there is a different framework that has a base of four opinions — yes, no, abstains, and refusal — the looks to be the most beneficial, and it is also proven to be so. In this article, an idea of interval-valued T-spherical fuzzy Hamacher graphs is proposed, which is based on the Hamacher t-norm ( ) and Hamacher t-conorm ( ). It provides enhanced discrimination and flexibility in uncertain environments by capturing a broader spectrum of hesitancy and indeterminacy, which other fuzzy models like interval-valued intuitionistic fuzzy set ( ) or picture fuzzy set ( ) may overlook. This article aims to examine the energy associated with the splitting of as well as the energy related to shadow Moreover, the Randić energy of was presented, and an in-depth analysis of its essential outcomes was conducted. Additionally, this study introduces interval-valued T-spherical fuzzy Hamacher digraphs and explores their diverse outcomes. An algorithm involving was also studied, which is used to propose energies of in , problems, and Hamacher aggregation operators. To validate the proposed results, a comparative study is conducted.